FileBase DT1_rLS_20150726_2016um ElecNo 6 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 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 394001 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 394001 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21016 members Mstep: Class 2 contains 20572 members Mstep: Class 3 contains 20851 members Mstep: Class 4 contains 20512 members Mstep: Class 5 contains 20999 members Mstep: Class 6 contains 21008 members Mstep: Class 7 contains 20862 members Mstep: Class 8 contains 20716 members Mstep: Class 9 contains 20591 members Mstep: Class 10 contains 20709 members Mstep: Class 11 contains 20614 members Mstep: Class 12 contains 20704 members Mstep: Class 13 contains 20536 members Mstep: Class 14 contains 20535 members Mstep: Class 15 contains 20662 members Mstep: Class 16 contains 20639 members Mstep: Class 17 contains 20918 members Mstep: Class 18 contains 20789 members Mstep: Class 19 contains 20768 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 29.116129 but Gain 586.226562 Score: -11405732.000000 Penalty: 10552.084961 Iteration 0F: 19 clusters Score -1.140573e+07 nChanged 372568 Entering Unmasked Mstep Mstep: Class 0 contains 3652 members Mstep: Class 1 contains 75727 members Mstep: Class 2 contains 4064 members Mstep: Class 3 contains 15709 members Mstep: Class 4 contains 3793 members Mstep: Class 5 contains 1562 members Mstep: Class 6 contains 2197 members Mstep: Class 7 contains 978 members Mstep: Class 8 contains 39320 members Mstep: Class 9 contains 2400 members Mstep: Class 10 contains 3740 members Mstep: Class 12 contains 10278 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 13761 members Mstep: Class 15 contains 5241 members Mstep: Class 16 contains 194454 members Mstep: Class 17 contains 1874 members Mstep: Class 18 contains 12983 members Mstep: Class 19 contains 1344 members Entering Unmasked Estep ConsiderDeletion Score: -13450226.000000 Penalty: 10552.084961 Iteration 1F: 19 clusters Score -1.345023e+07 nChanged 108212 Entering Unmasked Mstep Mstep: Class 0 contains 418 members Mstep: Class 1 contains 94068 members Mstep: Class 2 contains 7269 members Mstep: Class 3 contains 20078 members Mstep: Class 4 contains 4806 members Mstep: Class 5 contains 1756 members Mstep: Class 6 contains 3797 members Mstep: Class 7 contains 550 members Mstep: Class 8 contains 26325 members Mstep: Class 9 contains 1387 members Mstep: Class 10 contains 6372 members Mstep: Class 12 contains 16980 members Mstep: Class 13 contains 1155 members Mstep: Class 14 contains 19154 members Mstep: Class 15 contains 3218 members Mstep: Class 16 contains 176173 members Mstep: Class 17 contains 2914 members Mstep: Class 18 contains 5121 members Mstep: Class 19 contains 2460 members Entering Unmasked Estep ConsiderDeletion Score: -13770363.000000 Penalty: 10552.084961 Iteration 2F: 19 clusters Score -1.377036e+07 nChanged 87296 Entering Unmasked Mstep Mstep: Class 0 contains 292 members Mstep: Class 1 contains 119595 members Mstep: Class 2 contains 9175 members Mstep: Class 3 contains 27100 members Mstep: Class 4 contains 3926 members Mstep: Class 5 contains 2010 members Mstep: Class 6 contains 5257 members Mstep: Class 7 contains 737 members Mstep: Class 8 contains 22685 members Mstep: Class 9 contains 1406 members Mstep: Class 10 contains 10314 members Mstep: Class 12 contains 24207 members Mstep: Class 13 contains 1542 members Mstep: Class 14 contains 24321 members Mstep: Class 15 contains 3557 members Mstep: Class 16 contains 128878 members Mstep: Class 17 contains 3468 members Mstep: Class 18 contains 1882 members Mstep: Class 19 contains 3649 members Entering Unmasked Estep ConsiderDeletion Score: -13931032.000000 Penalty: 10552.084961 Iteration 3F: 19 clusters Score -1.393103e+07 nChanged 52196 Entering Unmasked Mstep Mstep: Class 0 contains 248 members Mstep: Class 1 contains 130079 members Mstep: Class 2 contains 10817 members Mstep: Class 3 contains 29267 members Mstep: Class 4 contains 3586 members Mstep: Class 5 contains 2174 members Mstep: Class 6 contains 6417 members Mstep: Class 7 contains 1497 members Mstep: Class 8 contains 22496 members Mstep: Class 9 contains 1728 members Mstep: Class 10 contains 11762 members Mstep: Class 12 contains 26689 members Mstep: Class 13 contains 2614 members Mstep: Class 14 contains 27421 members Mstep: Class 15 contains 5039 members Mstep: Class 16 contains 103434 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 591 members Mstep: Class 19 contains 4227 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 490.498230 but Gain 586.226562 Score: -14016667.000000 Penalty: 9965.858398 Iteration 4F: 18 clusters Score -1.401667e+07 nChanged 35735 Entering Unmasked Mstep Mstep: Class 0 contains 184 members Mstep: Class 1 contains 130279 members Mstep: Class 2 contains 12245 members Mstep: Class 3 contains 29323 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 2197 members Mstep: Class 6 contains 7716 members Mstep: Class 7 contains 2287 members Mstep: Class 8 contains 23545 members Mstep: Class 9 contains 2039 members Mstep: Class 10 contains 12401 members Mstep: Class 12 contains 27259 members Mstep: Class 13 contains 3841 members Mstep: Class 14 contains 29010 members Mstep: Class 15 contains 6628 members Mstep: Class 16 contains 92740 members Mstep: Class 17 contains 4658 members Mstep: Class 19 contains 4385 members Entering Unmasked Estep ConsiderDeletion Score: -14078819.000000 Penalty: 9965.858398 Iteration 5F: 18 clusters Score -1.407882e+07 nChanged 30581 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 125595 members Mstep: Class 2 contains 13326 members Mstep: Class 3 contains 28531 members Mstep: Class 4 contains 2997 members Mstep: Class 5 contains 2338 members Mstep: Class 6 contains 9521 members Mstep: Class 7 contains 2713 members Mstep: Class 8 contains 25975 members Mstep: Class 9 contains 2314 members Mstep: Class 10 contains 12734 members Mstep: Class 12 contains 27048 members Mstep: Class 13 contains 4727 members Mstep: Class 14 contains 30171 members Mstep: Class 15 contains 7855 members Mstep: Class 16 contains 88528 members Mstep: Class 17 contains 5086 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14140660.000000 Penalty: 9965.858398 Iteration 6F: 18 clusters Score -1.414066e+07 nChanged 26607 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 118337 members Mstep: Class 2 contains 14108 members Mstep: Class 3 contains 27154 members Mstep: Class 4 contains 2767 members Mstep: Class 5 contains 2510 members Mstep: Class 6 contains 11529 members Mstep: Class 7 contains 2880 members Mstep: Class 8 contains 27617 members Mstep: Class 9 contains 2796 members Mstep: Class 10 contains 12886 members Mstep: Class 12 contains 26510 members Mstep: Class 13 contains 5300 members Mstep: Class 14 contains 31301 members Mstep: Class 15 contains 8651 members Mstep: Class 16 contains 90342 members Mstep: Class 17 contains 4773 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14190404.000000 Penalty: 9965.858398 Iteration 7F: 18 clusters Score -1.41904e+07 nChanged 22417 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 1 contains 112332 members Mstep: Class 2 contains 14617 members Mstep: Class 3 contains 25533 members Mstep: Class 4 contains 2519 members Mstep: Class 5 contains 2768 members Mstep: Class 6 contains 13240 members Mstep: Class 7 contains 2921 members Mstep: Class 8 contains 27647 members Mstep: Class 9 contains 3449 members Mstep: Class 10 contains 12976 members Mstep: Class 12 contains 25777 members Mstep: Class 13 contains 5575 members Mstep: Class 14 contains 32494 members Mstep: Class 15 contains 9209 members Mstep: Class 16 contains 93850 members Mstep: Class 17 contains 4548 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14217885.000000 Penalty: 9965.858398 Iteration 8F: 18 clusters Score -1.421788e+07 nChanged 17953 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 110210 members Mstep: Class 2 contains 14954 members Mstep: Class 3 contains 23840 members Mstep: Class 4 contains 2280 members Mstep: Class 5 contains 3277 members Mstep: Class 6 contains 14477 members Mstep: Class 7 contains 2889 members Mstep: Class 8 contains 26804 members Mstep: Class 9 contains 4253 members Mstep: Class 10 contains 13040 members Mstep: Class 12 contains 24910 members Mstep: Class 13 contains 5770 members Mstep: Class 14 contains 33810 members Mstep: Class 15 contains 9531 members Mstep: Class 16 contains 95024 members Mstep: Class 17 contains 4383 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14236195.000000 Penalty: 9965.858398 Iteration 9Q: 18 clusters Score -1.42362e+07 nChanged 14002 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 110550 members Mstep: Class 2 contains 15196 members Mstep: Class 3 contains 22191 members Mstep: Class 4 contains 2255 members Mstep: Class 5 contains 3977 members Mstep: Class 6 contains 15423 members Mstep: Class 7 contains 2804 members Mstep: Class 8 contains 25564 members Mstep: Class 9 contains 5124 members Mstep: Class 10 contains 13114 members Mstep: Class 12 contains 24063 members Mstep: Class 13 contains 5980 members Mstep: Class 14 contains 35132 members Mstep: Class 15 contains 9732 members Mstep: Class 16 contains 94246 members Mstep: Class 17 contains 4096 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14247298.000000 Penalty: 9965.858398 Iteration 10Q: 18 clusters Score -1.42473e+07 nChanged 11513 Entering Unmasked Mstep Mstep: Class 0 contains 177 members Mstep: Class 1 contains 111682 members Mstep: Class 2 contains 15368 members Mstep: Class 3 contains 20687 members Mstep: Class 4 contains 2246 members Mstep: Class 5 contains 4834 members Mstep: Class 6 contains 16158 members Mstep: Class 7 contains 2707 members Mstep: Class 8 contains 24301 members Mstep: Class 9 contains 5943 members Mstep: Class 10 contains 13162 members Mstep: Class 12 contains 23097 members Mstep: Class 13 contains 6244 members Mstep: Class 14 contains 36497 members Mstep: Class 15 contains 9806 members Mstep: Class 16 contains 92778 members Mstep: Class 17 contains 3928 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14254196.000000 Penalty: 9965.858398 Iteration 11Q: 18 clusters Score -1.42542e+07 nChanged 9615 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 112671 members Mstep: Class 2 contains 15522 members Mstep: Class 3 contains 19339 members Mstep: Class 4 contains 2243 members Mstep: Class 5 contains 5737 members Mstep: Class 6 contains 16786 members Mstep: Class 7 contains 2644 members Mstep: Class 8 contains 23028 members Mstep: Class 9 contains 6799 members Mstep: Class 10 contains 13188 members Mstep: Class 12 contains 22077 members Mstep: Class 13 contains 6510 members Mstep: Class 14 contains 37857 members Mstep: Class 15 contains 9843 members Mstep: Class 16 contains 91370 members Mstep: Class 17 contains 3820 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14259755.000000 Penalty: 9965.858398 Iteration 12Q: 18 clusters Score -1.425976e+07 nChanged 8495 Entering Unmasked Mstep Mstep: Class 0 contains 179 members Mstep: Class 1 contains 113398 members Mstep: Class 2 contains 15699 members Mstep: Class 3 contains 18025 members Mstep: Class 4 contains 2243 members Mstep: Class 5 contains 6593 members Mstep: Class 6 contains 17212 members Mstep: Class 7 contains 2626 members Mstep: Class 8 contains 21906 members Mstep: Class 9 contains 7696 members Mstep: Class 10 contains 13211 members Mstep: Class 12 contains 21050 members Mstep: Class 13 contains 6736 members Mstep: Class 14 contains 39174 members Mstep: Class 15 contains 9940 members Mstep: Class 16 contains 90183 members Mstep: Class 17 contains 3743 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14267148.000000 Penalty: 9965.858398 Iteration 13Q: 18 clusters Score -1.426715e+07 nChanged 7792 Entering Unmasked Mstep Mstep: Class 0 contains 176 members Mstep: Class 1 contains 113784 members Mstep: Class 2 contains 15877 members Mstep: Class 3 contains 16898 members Mstep: Class 4 contains 2243 members Mstep: Class 5 contains 7321 members Mstep: Class 6 contains 17227 members Mstep: Class 7 contains 2629 members Mstep: Class 8 contains 21359 members Mstep: Class 9 contains 8655 members Mstep: Class 10 contains 13218 members Mstep: Class 12 contains 19974 members Mstep: Class 13 contains 6909 members Mstep: Class 14 contains 40346 members Mstep: Class 15 contains 10060 members Mstep: Class 16 contains 89221 members Mstep: Class 17 contains 3717 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14274616.000000 Penalty: 9965.858398 Iteration 14Q: 18 clusters Score -1.427462e+07 nChanged 7606 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 114068 members Mstep: Class 2 contains 16028 members Mstep: Class 3 contains 15857 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 7906 members Mstep: Class 6 contains 16758 members Mstep: Class 7 contains 2631 members Mstep: Class 8 contains 21716 members Mstep: Class 9 contains 9424 members Mstep: Class 10 contains 13216 members Mstep: Class 12 contains 18887 members Mstep: Class 13 contains 6885 members Mstep: Class 14 contains 41318 members Mstep: Class 15 contains 10228 members Mstep: Class 16 contains 88517 members Mstep: Class 17 contains 3759 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14277743.000000 Penalty: 9965.858398 Iteration 15Q: 18 clusters Score -1.427774e+07 nChanged 6759 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 114435 members Mstep: Class 2 contains 16148 members Mstep: Class 3 contains 14977 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 8414 members Mstep: Class 6 contains 16332 members Mstep: Class 7 contains 2631 members Mstep: Class 8 contains 22151 members Mstep: Class 9 contains 9982 members Mstep: Class 10 contains 13217 members Mstep: Class 12 contains 17897 members Mstep: Class 13 contains 6907 members Mstep: Class 14 contains 41894 members Mstep: Class 15 contains 10416 members Mstep: Class 16 contains 88005 members Mstep: Class 17 contains 3792 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14280527.000000 Penalty: 9965.858398 Iteration 16Q: 18 clusters Score -1.428053e+07 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 115061 members Mstep: Class 2 contains 16246 members Mstep: Class 3 contains 14337 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 8741 members Mstep: Class 6 contains 15954 members Mstep: Class 7 contains 2634 members Mstep: Class 8 contains 22613 members Mstep: Class 9 contains 10424 members Mstep: Class 10 contains 13213 members Mstep: Class 12 contains 17125 members Mstep: Class 13 contains 6932 members Mstep: Class 14 contains 41829 members Mstep: Class 15 contains 10584 members Mstep: Class 16 contains 87710 members Mstep: Class 17 contains 3795 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14284007.000000 Penalty: 9965.858398 Iteration 17Q: 18 clusters Score -1.428401e+07 nChanged 6643 Entering Unmasked Mstep Mstep: Class 0 contains 177 members Mstep: Class 1 contains 115972 members Mstep: Class 2 contains 16313 members Mstep: Class 3 contains 13927 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 8994 members Mstep: Class 6 contains 15611 members Mstep: Class 7 contains 2643 members Mstep: Class 8 contains 23064 members Mstep: Class 9 contains 10852 members Mstep: Class 10 contains 13208 members Mstep: Class 12 contains 16672 members Mstep: Class 13 contains 6921 members Mstep: Class 14 contains 41003 members Mstep: Class 15 contains 10694 members Mstep: Class 16 contains 87541 members Mstep: Class 17 contains 3781 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14289927.000000 Penalty: 9965.858398 Iteration 18Q: 18 clusters Score -1.428993e+07 nChanged 7273 Entering Unmasked Mstep Mstep: Class 0 contains 178 members Mstep: Class 1 contains 117268 members Mstep: Class 2 contains 16354 members Mstep: Class 3 contains 13758 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 9209 members Mstep: Class 6 contains 15242 members Mstep: Class 7 contains 2654 members Mstep: Class 8 contains 23547 members Mstep: Class 9 contains 11288 members Mstep: Class 10 contains 13202 members Mstep: Class 12 contains 16774 members Mstep: Class 13 contains 6872 members Mstep: Class 14 contains 39100 members Mstep: Class 15 contains 10734 members Mstep: Class 16 contains 87415 members Mstep: Class 17 contains 3778 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14303106.000000 Penalty: 9965.858398 Iteration 19Q: 18 clusters Score -1.430311e+07 nChanged 6805 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 118021 members Mstep: Class 2 contains 16363 members Mstep: Class 3 contains 13071 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 9376 members Mstep: Class 6 contains 14884 members Mstep: Class 7 contains 2650 members Mstep: Class 8 contains 24033 members Mstep: Class 9 contains 11723 members Mstep: Class 10 contains 13195 members Mstep: Class 12 contains 17594 members Mstep: Class 13 contains 6813 members Mstep: Class 14 contains 37659 members Mstep: Class 15 contains 10725 members Mstep: Class 16 contains 87344 members Mstep: Class 17 contains 3747 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14321011.000000 Penalty: 9965.858398 Iteration 20F: 18 clusters Score -1.432101e+07 nChanged 7039 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 116764 members Mstep: Class 2 contains 16328 members Mstep: Class 3 contains 11840 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 10212 members Mstep: Class 6 contains 14542 members Mstep: Class 7 contains 2638 members Mstep: Class 8 contains 24496 members Mstep: Class 9 contains 12611 members Mstep: Class 10 contains 13193 members Mstep: Class 12 contains 19079 members Mstep: Class 13 contains 6652 members Mstep: Class 14 contains 37668 members Mstep: Class 15 contains 10454 members Mstep: Class 16 contains 87000 members Mstep: Class 17 contains 3733 members Mstep: Class 19 contains 4388 members Entering Unmasked Estep ConsiderDeletion Score: -14326338.000000 Penalty: 9965.858398 Iteration 21Q: 18 clusters Score -1.432634e+07 nChanged 6593 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 115342 members Mstep: Class 2 contains 16318 members Mstep: Class 3 contains 10594 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 10827 members Mstep: Class 6 contains 14152 members Mstep: Class 7 contains 2630 members Mstep: Class 8 contains 25069 members Mstep: Class 9 contains 13452 members Mstep: Class 10 contains 13189 members Mstep: Class 12 contains 21079 members Mstep: Class 13 contains 6611 members Mstep: Class 14 contains 37252 members Mstep: Class 15 contains 10242 members Mstep: Class 16 contains 86758 members Mstep: Class 17 contains 3696 members Mstep: Class 19 contains 4388 members Entering Unmasked Estep ConsiderDeletion Score: -14329848.000000 Penalty: 9965.858398 Iteration 22Q: 18 clusters Score -1.432985e+07 nChanged 5985 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 113689 members Mstep: Class 2 contains 16291 members Mstep: Class 3 contains 9428 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 11324 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 2623 members Mstep: Class 8 contains 25672 members Mstep: Class 9 contains 14282 members Mstep: Class 10 contains 13185 members Mstep: Class 12 contains 23233 members Mstep: Class 13 contains 6588 members Mstep: Class 14 contains 36860 members Mstep: Class 15 contains 10074 members Mstep: Class 16 contains 86594 members Mstep: Class 17 contains 3632 members Mstep: Class 19 contains 4388 members Entering Unmasked Estep ConsiderDeletion Score: -14332751.000000 Penalty: 9965.858398 Iteration 23Q: 18 clusters Score -1.433275e+07 nChanged 5395 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 111905 members Mstep: Class 2 contains 16264 members Mstep: Class 3 contains 8460 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 11738 members Mstep: Class 6 contains 13279 members Mstep: Class 7 contains 2620 members Mstep: Class 8 contains 26297 members Mstep: Class 9 contains 15068 members Mstep: Class 10 contains 13201 members Mstep: Class 12 contains 25283 members Mstep: Class 13 contains 6486 members Mstep: Class 14 contains 36643 members Mstep: Class 15 contains 9884 members Mstep: Class 16 contains 86473 members Mstep: Class 17 contains 3610 members Mstep: Class 19 contains 4388 members Entering Unmasked Estep ConsiderDeletion Score: -14334870.000000 Penalty: 9965.858398 Iteration 24Q: 18 clusters Score -1.433487e+07 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 110045 members Mstep: Class 2 contains 16251 members Mstep: Class 3 contains 7680 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 12018 members Mstep: Class 6 contains 12797 members Mstep: Class 7 contains 2612 members Mstep: Class 8 contains 26909 members Mstep: Class 9 contains 15845 members Mstep: Class 10 contains 13212 members Mstep: Class 12 contains 27128 members Mstep: Class 13 contains 6386 members Mstep: Class 14 contains 36581 members Mstep: Class 15 contains 9721 members Mstep: Class 16 contains 86390 members Mstep: Class 17 contains 3638 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14336734.000000 Penalty: 9965.858398 Iteration 25Q: 18 clusters Score -1.433673e+07 nChanged 4414 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 108173 members Mstep: Class 2 contains 16241 members Mstep: Class 3 contains 7060 members Mstep: Class 4 contains 2240 members Mstep: Class 5 contains 12244 members Mstep: Class 6 contains 12223 members Mstep: Class 7 contains 2610 members Mstep: Class 8 contains 27575 members Mstep: Class 9 contains 16577 members Mstep: Class 10 contains 13211 members Mstep: Class 12 contains 28770 members Mstep: Class 13 contains 6249 members Mstep: Class 14 contains 36597 members Mstep: Class 15 contains 9626 members Mstep: Class 16 contains 86333 members Mstep: Class 17 contains 3724 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14338263.000000 Penalty: 9965.858398 Iteration 26Q: 18 clusters Score -1.433826e+07 nChanged 4290 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 106298 members Mstep: Class 2 contains 16223 members Mstep: Class 3 contains 6599 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 12453 members Mstep: Class 6 contains 11601 members Mstep: Class 7 contains 2617 members Mstep: Class 8 contains 28257 members Mstep: Class 9 contains 17268 members Mstep: Class 10 contains 13200 members Mstep: Class 12 contains 30206 members Mstep: Class 13 contains 6133 members Mstep: Class 14 contains 36647 members Mstep: Class 15 contains 9570 members Mstep: Class 16 contains 86273 members Mstep: Class 17 contains 3870 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14339899.000000 Penalty: 9965.858398 Iteration 27Q: 18 clusters Score -1.43399e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 104429 members Mstep: Class 2 contains 16208 members Mstep: Class 3 contains 6245 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 12626 members Mstep: Class 6 contains 10992 members Mstep: Class 7 contains 2624 members Mstep: Class 8 contains 28916 members Mstep: Class 9 contains 17971 members Mstep: Class 10 contains 13204 members Mstep: Class 12 contains 31488 members Mstep: Class 13 contains 6067 members Mstep: Class 14 contains 36689 members Mstep: Class 15 contains 9502 members Mstep: Class 16 contains 86226 members Mstep: Class 17 contains 4027 members Mstep: Class 19 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -14341979.000000 Penalty: 9965.858398 Iteration 28Q: 18 clusters Score -1.434198e+07 nChanged 4092 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 102643 members Mstep: Class 2 contains 16180 members Mstep: Class 3 contains 5968 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 12757 members Mstep: Class 6 contains 10353 members Mstep: Class 7 contains 2640 members Mstep: Class 8 contains 29595 members Mstep: Class 9 contains 18643 members Mstep: Class 10 contains 13193 members Mstep: Class 12 contains 32618 members Mstep: Class 13 contains 6088 members Mstep: Class 14 contains 36730 members Mstep: Class 15 contains 9405 members Mstep: Class 16 contains 86181 members Mstep: Class 17 contains 4222 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14345174.000000 Penalty: 9965.858398 Iteration 29Q: 18 clusters Score -1.434517e+07 nChanged 4191 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 100848 members Mstep: Class 2 contains 16161 members Mstep: Class 3 contains 5795 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 12895 members Mstep: Class 6 contains 9725 members Mstep: Class 7 contains 2654 members Mstep: Class 8 contains 30255 members Mstep: Class 9 contains 19547 members Mstep: Class 10 contains 13206 members Mstep: Class 12 contains 33556 members Mstep: Class 13 contains 5924 members Mstep: Class 14 contains 36770 members Mstep: Class 15 contains 9278 members Mstep: Class 16 contains 86134 members Mstep: Class 17 contains 4468 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14347403.000000 Penalty: 9965.858398 Iteration 30Q: 18 clusters Score -1.43474e+07 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 99131 members Mstep: Class 2 contains 16140 members Mstep: Class 3 contains 5669 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13034 members Mstep: Class 6 contains 9101 members Mstep: Class 7 contains 2660 members Mstep: Class 8 contains 30900 members Mstep: Class 9 contains 20562 members Mstep: Class 10 contains 13225 members Mstep: Class 12 contains 34319 members Mstep: Class 13 contains 5677 members Mstep: Class 14 contains 36790 members Mstep: Class 15 contains 9152 members Mstep: Class 16 contains 86116 members Mstep: Class 17 contains 4740 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14348772.000000 Penalty: 9965.858398 Iteration 31Q: 18 clusters Score -1.434877e+07 nChanged 3643 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 97490 members Mstep: Class 2 contains 16106 members Mstep: Class 3 contains 5594 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13151 members Mstep: Class 6 contains 8492 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 31529 members Mstep: Class 9 contains 21529 members Mstep: Class 10 contains 13235 members Mstep: Class 12 contains 35014 members Mstep: Class 13 contains 5392 members Mstep: Class 14 contains 36825 members Mstep: Class 15 contains 9063 members Mstep: Class 16 contains 86105 members Mstep: Class 17 contains 5026 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14349828.000000 Penalty: 9965.858398 Iteration 32Q: 18 clusters Score -1.434983e+07 nChanged 3437 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 95866 members Mstep: Class 2 contains 16076 members Mstep: Class 3 contains 5545 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13284 members Mstep: Class 6 contains 7887 members Mstep: Class 7 contains 2667 members Mstep: Class 8 contains 32127 members Mstep: Class 9 contains 22515 members Mstep: Class 10 contains 13247 members Mstep: Class 12 contains 35671 members Mstep: Class 13 contains 5065 members Mstep: Class 14 contains 36877 members Mstep: Class 15 contains 8966 members Mstep: Class 16 contains 86131 members Mstep: Class 17 contains 5292 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14350859.000000 Penalty: 9965.858398 Iteration 33Q: 18 clusters Score -1.435086e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 94342 members Mstep: Class 2 contains 16034 members Mstep: Class 3 contains 5533 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13428 members Mstep: Class 6 contains 7368 members Mstep: Class 7 contains 2664 members Mstep: Class 8 contains 32641 members Mstep: Class 9 contains 23513 members Mstep: Class 10 contains 13249 members Mstep: Class 12 contains 36244 members Mstep: Class 13 contains 4723 members Mstep: Class 14 contains 36910 members Mstep: Class 15 contains 8847 members Mstep: Class 16 contains 86171 members Mstep: Class 17 contains 5549 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14352034.000000 Penalty: 9965.858398 Iteration 34Q: 18 clusters Score -1.435203e+07 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 92869 members Mstep: Class 2 contains 15979 members Mstep: Class 3 contains 5515 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13577 members Mstep: Class 6 contains 6874 members Mstep: Class 7 contains 2666 members Mstep: Class 8 contains 33136 members Mstep: Class 9 contains 24449 members Mstep: Class 10 contains 13257 members Mstep: Class 12 contains 36759 members Mstep: Class 13 contains 4423 members Mstep: Class 14 contains 36925 members Mstep: Class 15 contains 8753 members Mstep: Class 16 contains 86232 members Mstep: Class 17 contains 5802 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14352957.000000 Penalty: 9965.858398 Iteration 35Q: 18 clusters Score -1.435296e+07 nChanged 2874 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 91546 members Mstep: Class 2 contains 15911 members Mstep: Class 3 contains 5522 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13735 members Mstep: Class 6 contains 6405 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 33598 members Mstep: Class 9 contains 25311 members Mstep: Class 10 contains 13250 members Mstep: Class 12 contains 37182 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 36944 members Mstep: Class 15 contains 8680 members Mstep: Class 16 contains 86293 members Mstep: Class 17 contains 6035 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14353913.000000 Penalty: 9965.858398 Iteration 36Q: 18 clusters Score -1.435391e+07 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 90208 members Mstep: Class 2 contains 15843 members Mstep: Class 3 contains 5545 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 13900 members Mstep: Class 6 contains 6024 members Mstep: Class 7 contains 2662 members Mstep: Class 8 contains 33960 members Mstep: Class 9 contains 26213 members Mstep: Class 10 contains 13246 members Mstep: Class 12 contains 37559 members Mstep: Class 13 contains 3873 members Mstep: Class 14 contains 36945 members Mstep: Class 15 contains 8607 members Mstep: Class 16 contains 86353 members Mstep: Class 17 contains 6278 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14355291.000000 Penalty: 9965.858398 Iteration 37Q: 18 clusters Score -1.435529e+07 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 88882 members Mstep: Class 2 contains 15782 members Mstep: Class 3 contains 5568 members Mstep: Class 4 contains 2239 members Mstep: Class 5 contains 14057 members Mstep: Class 6 contains 5668 members Mstep: Class 7 contains 2660 members Mstep: Class 8 contains 34295 members Mstep: Class 9 contains 27072 members Mstep: Class 10 contains 13248 members Mstep: Class 12 contains 37921 members Mstep: Class 13 contains 3667 members Mstep: Class 14 contains 36936 members Mstep: Class 15 contains 8554 members Mstep: Class 16 contains 86421 members Mstep: Class 17 contains 6482 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -14357242.000000 Penalty: 9965.858398 Iteration 38Q: 18 clusters Score -1.435724e+07 nChanged 2316 Entering ConstructFrom: Score: -14357242.000000 Penalty: 9965.858398 Entering ConstructFrom: Trying to split cluster 1 (87576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87576 members Entering Unmasked Estep Score: -3350595.250000 Penalty: 517.801941 Iteration 0F: 2 clusters Score -3350595 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43934 members Mstep: Class 2 contains 43642 members Entering Unmasked Estep Score: -3291464.250000 Penalty: 1035.603882 Iteration 0F: 3 clusters Score -3291464 nChanged 42741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48123 members Mstep: Class 2 contains 39453 members Entering Unmasked Estep Score: -3319678.750000 Penalty: 1035.603882 Iteration 1F: 3 clusters Score -3319679 nChanged 6658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51281 members Mstep: Class 2 contains 36295 members Entering Unmasked Estep Score: -3324810.750000 Penalty: 1035.603882 Iteration 2F: 3 clusters Score -3324811 nChanged 8232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55609 members Mstep: Class 2 contains 31967 members Entering Unmasked Estep Score: -3334212.000000 Penalty: 1035.603882 Iteration 3F: 3 clusters Score -3334212 nChanged 9287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60052 members Mstep: Class 2 contains 27524 members Entering Unmasked Estep Score: -3348343.500000 Penalty: 1035.603882 Iteration 4F: 3 clusters Score -3348344 nChanged 7799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62367 members Mstep: Class 2 contains 25209 members Entering Unmasked Estep Score: -3361473.000000 Penalty: 1035.603882 Iteration 5F: 3 clusters Score -3361473 nChanged 5200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63531 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -3371007.000000 Penalty: 1035.603882 Iteration 6F: 3 clusters Score -3371007 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64023 members Mstep: Class 2 contains 23553 members Entering Unmasked Estep Score: -3373617.500000 Penalty: 1035.603882 Iteration 7Q: 3 clusters Score -3373618 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64417 members Mstep: Class 2 contains 23159 members Entering Unmasked Estep Score: -3374015.500000 Penalty: 1035.603882 Iteration 8Q: 3 clusters Score -3374016 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64698 members Mstep: Class 2 contains 22878 members Entering Unmasked Estep Score: -3374088.000000 Penalty: 1035.603882 Iteration 9Q: 3 clusters Score -3374088 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64898 members Mstep: Class 2 contains 22678 members Entering Unmasked Estep Score: -3374114.500000 Penalty: 1035.603882 Iteration 10Q: 3 clusters Score -3374114 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65056 members Mstep: Class 2 contains 22520 members Entering Unmasked Estep Score: -3374142.750000 Penalty: 1035.603882 Iteration 11Q: 3 clusters Score -3374143 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65191 members Mstep: Class 2 contains 22385 members Entering Unmasked Estep Score: -3374163.500000 Penalty: 1035.603882 Iteration 12Q: 3 clusters Score -3374164 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65285 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -3374162.750000 Penalty: 1035.603882 Iteration 13Q: 3 clusters Score -3374163 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65368 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -3374180.250000 Penalty: 1035.603882 Iteration 14Q: 3 clusters Score -3374180 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65435 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -3374171.250000 Penalty: 1035.603882 Iteration 15Q: 3 clusters Score -3374171 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65475 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -3374171.750000 Penalty: 1035.603882 Iteration 16Q: 3 clusters Score -3374172 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65512 members Mstep: Class 2 contains 22064 members Entering Unmasked Estep Score: -3374177.500000 Penalty: 1035.603882 Iteration 17Q: 3 clusters Score -3374178 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65549 members Mstep: Class 2 contains 22027 members Entering Unmasked Estep Score: -3374180.250000 Penalty: 1035.603882 Iteration 18Q: 3 clusters Score -3374180 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65579 members Mstep: Class 2 contains 21997 members Entering Unmasked Estep Score: -3374181.250000 Penalty: 1035.603882 Iteration 19Q: 3 clusters Score -3374181 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65600 members Mstep: Class 2 contains 21976 members Entering Unmasked Estep Score: -3374173.250000 Penalty: 1035.603882 Iteration 20F: 3 clusters Score -3374173 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65614 members Mstep: Class 2 contains 21962 members Entering Unmasked Estep Score: -3374175.250000 Penalty: 1035.603882 Iteration 21Q: 3 clusters Score -3374175 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65623 members Mstep: Class 2 contains 21953 members Entering Unmasked Estep Score: -3374171.750000 Penalty: 1035.603882 Iteration 22Q: 3 clusters Score -3374172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65627 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -3374173.000000 Penalty: 1035.603882 Iteration 23Q: 3 clusters Score -3374173 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65630 members Mstep: Class 2 contains 21946 members Entering Unmasked Estep Score: -3374175.000000 Penalty: 1035.603882 Iteration 24Q: 3 clusters Score -3374175 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65631 members Mstep: Class 2 contains 21945 members Entering Unmasked Estep Score: -3374174.250000 Penalty: 1035.603882 Iteration 25Q: 3 clusters Score -3374174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 21944 members Entering Unmasked Estep Score: -3374174.750000 Penalty: 1035.603882 Iteration 26Q: 3 clusters Score -3374175 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 21944 members Entering Unmasked Estep Score: -3374174.750000 Penalty: 1035.603882 Iteration 27F: 3 clusters Score -3374175 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 15729 members Mstep: Class 3 contains 5595 members Mstep: Class 4 contains 2239 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep Score: -14381030.000000 Penalty: 10552.084961 Splitting cluster 1 changes total score from -14357242.000000 to -14381030.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 2 (15729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Entering Unmasked Estep Score: -577233.937500 Penalty: 439.678406 Iteration 0F: 2 clusters Score -577233.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -566762.625000 Penalty: 879.356812 Iteration 0F: 3 clusters Score -566762.6 nChanged 7405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -572606.187500 Penalty: 879.356812 Iteration 1F: 3 clusters Score -572606.2 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -574900.937500 Penalty: 879.356812 Iteration 2F: 3 clusters Score -574900.9 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -577623.562500 Penalty: 879.356812 Iteration 3F: 3 clusters Score -577623.6 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9946 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -580603.312500 Penalty: 879.356812 Iteration 4F: 3 clusters Score -580603.3 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -584050.562500 Penalty: 879.356812 Iteration 5F: 3 clusters Score -584050.6 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -588789.625000 Penalty: 879.356812 Iteration 6F: 3 clusters Score -588789.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -589837.000000 Penalty: 879.356812 Iteration 7Q: 3 clusters Score -589837 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -589843.562500 Penalty: 879.356812 Iteration 8Q: 3 clusters Score -589843.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -589842.500000 Penalty: 879.356812 Iteration 9Q: 3 clusters Score -589842.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -589845.750000 Penalty: 879.356812 Iteration 10Q: 3 clusters Score -589845.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -589845.562500 Penalty: 879.356812 Iteration 11Q: 3 clusters Score -589845.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -589845.562500 Penalty: 879.356812 Iteration 12F: 3 clusters Score -589845.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 5595 members Mstep: Class 4 contains 2239 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Entering Unmasked Estep Score: -14393485.000000 Penalty: 11138.311523 Splitting cluster 2 changes total score from -14357242.000000 to -14393485.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 3 (5595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Entering Unmasked Estep Score: -182909.812500 Penalty: 392.648071 Iteration 0F: 2 clusters Score -182909.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -179193.296875 Penalty: 785.296143 Iteration 0F: 3 clusters Score -179193.3 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -180732.000000 Penalty: 785.296143 Iteration 1F: 3 clusters Score -180732 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -181118.312500 Penalty: 785.296143 Iteration 2F: 3 clusters Score -181118.3 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -181590.296875 Penalty: 785.296143 Iteration 3F: 3 clusters Score -181590.3 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -182007.359375 Penalty: 785.296143 Iteration 4F: 3 clusters Score -182007.4 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -182307.671875 Penalty: 785.296143 Iteration 5F: 3 clusters Score -182307.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -182477.734375 Penalty: 785.296143 Iteration 6F: 3 clusters Score -182477.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -182556.046875 Penalty: 785.296143 Iteration 7Q: 3 clusters Score -182556 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -182592.484375 Penalty: 785.296143 Iteration 8Q: 3 clusters Score -182592.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -182610.468750 Penalty: 785.296143 Iteration 9Q: 3 clusters Score -182610.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -182625.546875 Penalty: 785.296143 Iteration 10Q: 3 clusters Score -182625.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -182646.734375 Penalty: 785.296143 Iteration 11Q: 3 clusters Score -182646.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -182661.109375 Penalty: 785.296143 Iteration 12Q: 3 clusters Score -182661.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -182669.218750 Penalty: 785.296143 Iteration 13Q: 3 clusters Score -182669.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -182677.296875 Penalty: 785.296143 Iteration 14Q: 3 clusters Score -182677.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -182683.750000 Penalty: 785.296143 Iteration 15Q: 3 clusters Score -182683.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -182687.765625 Penalty: 785.296143 Iteration 16Q: 3 clusters Score -182687.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -182690.750000 Penalty: 785.296143 Iteration 17Q: 3 clusters Score -182690.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -182692.984375 Penalty: 785.296143 Iteration 18Q: 3 clusters Score -182693 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -182697.062500 Penalty: 785.296143 Iteration 19Q: 3 clusters Score -182697.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -182699.375000 Penalty: 785.296143 Iteration 20F: 3 clusters Score -182699.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -182702.156250 Penalty: 785.296143 Iteration 21Q: 3 clusters Score -182702.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -182705.718750 Penalty: 785.296143 Iteration 22Q: 3 clusters Score -182705.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -182711.437500 Penalty: 785.296143 Iteration 23Q: 3 clusters Score -182711.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -182717.140625 Penalty: 785.296143 Iteration 24Q: 3 clusters Score -182717.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -182722.875000 Penalty: 785.296143 Iteration 25Q: 3 clusters Score -182722.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -182728.250000 Penalty: 785.296143 Iteration 26Q: 3 clusters Score -182728.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -182733.078125 Penalty: 785.296143 Iteration 27Q: 3 clusters Score -182733.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -182738.140625 Penalty: 785.296143 Iteration 28Q: 3 clusters Score -182738.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -182744.187500 Penalty: 785.296143 Iteration 29Q: 3 clusters Score -182744.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -182750.187500 Penalty: 785.296143 Iteration 30Q: 3 clusters Score -182750.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -182764.265625 Penalty: 785.296143 Iteration 31Q: 3 clusters Score -182764.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -182782.421875 Penalty: 785.296143 Iteration 32Q: 3 clusters Score -182782.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -182802.796875 Penalty: 785.296143 Iteration 33Q: 3 clusters Score -182802.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -182840.359375 Penalty: 785.296143 Iteration 34Q: 3 clusters Score -182840.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -182930.765625 Penalty: 785.296143 Iteration 35Q: 3 clusters Score -182930.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -183139.625000 Penalty: 785.296143 Iteration 36Q: 3 clusters Score -183139.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -183253.734375 Penalty: 785.296143 Iteration 37Q: 3 clusters Score -183253.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -183273.828125 Penalty: 785.296143 Iteration 38Q: 3 clusters Score -183273.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -183279.203125 Penalty: 785.296143 Iteration 39Q: 3 clusters Score -183279.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -183286.234375 Penalty: 785.296143 Iteration 40F: 3 clusters Score -183286.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -183289.031250 Penalty: 785.296143 Iteration 41Q: 3 clusters Score -183289 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -183292.390625 Penalty: 785.296143 Iteration 42Q: 3 clusters Score -183292.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -183294.609375 Penalty: 785.296143 Iteration 43Q: 3 clusters Score -183294.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -183296.781250 Penalty: 785.296143 Iteration 44Q: 3 clusters Score -183296.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -183297.515625 Penalty: 785.296143 Iteration 45Q: 3 clusters Score -183297.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -183298.359375 Penalty: 785.296143 Iteration 46Q: 3 clusters Score -183298.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -183299.625000 Penalty: 785.296143 Iteration 47Q: 3 clusters Score -183299.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -183300.484375 Penalty: 785.296143 Iteration 48Q: 3 clusters Score -183300.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -183301.828125 Penalty: 785.296143 Iteration 49Q: 3 clusters Score -183301.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -183302.671875 Penalty: 785.296143 Iteration 50Q: 3 clusters Score -183302.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -183303.546875 Penalty: 785.296143 Iteration 51Q: 3 clusters Score -183303.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -183304.343750 Penalty: 785.296143 Iteration 52Q: 3 clusters Score -183304.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -183304.796875 Penalty: 785.296143 Iteration 53Q: 3 clusters Score -183304.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -183305.031250 Penalty: 785.296143 Iteration 54Q: 3 clusters Score -183305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -183305.656250 Penalty: 785.296143 Iteration 55Q: 3 clusters Score -183305.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -183307.390625 Penalty: 785.296143 Iteration 56Q: 3 clusters Score -183307.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -183307.593750 Penalty: 785.296143 Iteration 57Q: 3 clusters Score -183307.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -183309.593750 Penalty: 785.296143 Iteration 58Q: 3 clusters Score -183309.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -183311.328125 Penalty: 785.296143 Iteration 59Q: 3 clusters Score -183311.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -183311.828125 Penalty: 785.296143 Iteration 60F: 3 clusters Score -183311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -183312.406250 Penalty: 785.296143 Iteration 61Q: 3 clusters Score -183312.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -183312.406250 Penalty: 785.296143 Iteration 62Q: 3 clusters Score -183312.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -183312.625000 Penalty: 785.296143 Iteration 63Q: 3 clusters Score -183312.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -183312.296875 Penalty: 785.296143 Iteration 64Q: 3 clusters Score -183312.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -183312.296875 Penalty: 785.296143 Iteration 65F: 3 clusters Score -183312.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 2239 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Entering Unmasked Estep Score: -14393676.000000 Penalty: 11724.539062 Splitting cluster 3 changes total score from -14357242.000000 to -14393676.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 4 (2239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Entering Unmasked Estep Score: -81130.414062 Penalty: 350.977203 Iteration 0F: 2 clusters Score -81130.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -79702.781250 Penalty: 701.954407 Iteration 0F: 3 clusters Score -79702.78 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -81330.523438 Penalty: 701.954407 Iteration 1F: 3 clusters Score -81330.52 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -82089.773438 Penalty: 701.954407 Iteration 2F: 3 clusters Score -82089.77 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -82306.460938 Penalty: 701.954407 Iteration 3F: 3 clusters Score -82306.46 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -82386.195312 Penalty: 701.954407 Iteration 4Q: 3 clusters Score -82386.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -82424.289062 Penalty: 701.954407 Iteration 5Q: 3 clusters Score -82424.29 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -82448.679688 Penalty: 701.954407 Iteration 6Q: 3 clusters Score -82448.68 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -82470.929688 Penalty: 701.954407 Iteration 7Q: 3 clusters Score -82470.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -82482.468750 Penalty: 701.954407 Iteration 8Q: 3 clusters Score -82482.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -82487.335938 Penalty: 701.954407 Iteration 9Q: 3 clusters Score -82487.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -82488.578125 Penalty: 701.954407 Iteration 10Q: 3 clusters Score -82488.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -82489.726562 Penalty: 701.954407 Iteration 11Q: 3 clusters Score -82489.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -82490.343750 Penalty: 701.954407 Iteration 12Q: 3 clusters Score -82490.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -82490.875000 Penalty: 701.954407 Iteration 13Q: 3 clusters Score -82490.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -82491.062500 Penalty: 701.954407 Iteration 14Q: 3 clusters Score -82491.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -82491.289062 Penalty: 701.954407 Iteration 15Q: 3 clusters Score -82491.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -82491.773438 Penalty: 701.954407 Iteration 16F: 3 clusters Score -82491.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -82492.773438 Penalty: 701.954407 Iteration 17Q: 3 clusters Score -82492.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82493.023438 Penalty: 701.954407 Iteration 18Q: 3 clusters Score -82493.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82493.023438 Penalty: 701.954407 Iteration 19F: 3 clusters Score -82493.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Entering Unmasked Estep Score: -14394813.000000 Penalty: 12310.765625 Splitting cluster 4 changes total score from -14357242.000000 to -14394813.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 5 (14174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Entering Unmasked Estep Score: -568853.625000 Penalty: 434.942017 Iteration 0F: 2 clusters Score -568853.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -559431.312500 Penalty: 869.884033 Iteration 0F: 3 clusters Score -559431.3 nChanged 6714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -563783.687500 Penalty: 869.884033 Iteration 1F: 3 clusters Score -563783.7 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -564654.750000 Penalty: 869.884033 Iteration 2F: 3 clusters Score -564654.8 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -565608.500000 Penalty: 869.884033 Iteration 3F: 3 clusters Score -565608.5 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -566441.312500 Penalty: 869.884033 Iteration 4F: 3 clusters Score -566441.3 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -567074.687500 Penalty: 869.884033 Iteration 5F: 3 clusters Score -567074.7 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -567503.437500 Penalty: 869.884033 Iteration 6Q: 3 clusters Score -567503.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -567747.875000 Penalty: 869.884033 Iteration 7Q: 3 clusters Score -567747.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -567892.562500 Penalty: 869.884033 Iteration 8Q: 3 clusters Score -567892.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -567979.812500 Penalty: 869.884033 Iteration 9Q: 3 clusters Score -567979.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -568042.187500 Penalty: 869.884033 Iteration 10Q: 3 clusters Score -568042.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -568085.750000 Penalty: 869.884033 Iteration 11Q: 3 clusters Score -568085.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -568129.500000 Penalty: 869.884033 Iteration 12Q: 3 clusters Score -568129.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -568172.750000 Penalty: 869.884033 Iteration 13Q: 3 clusters Score -568172.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -568209.625000 Penalty: 869.884033 Iteration 14Q: 3 clusters Score -568209.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -568240.375000 Penalty: 869.884033 Iteration 15Q: 3 clusters Score -568240.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -568265.062500 Penalty: 869.884033 Iteration 16Q: 3 clusters Score -568265.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -568288.500000 Penalty: 869.884033 Iteration 17Q: 3 clusters Score -568288.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -568311.875000 Penalty: 869.884033 Iteration 18Q: 3 clusters Score -568311.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -568342.312500 Penalty: 869.884033 Iteration 19Q: 3 clusters Score -568342.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -568365.250000 Penalty: 869.884033 Iteration 20F: 3 clusters Score -568365.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -568402.625000 Penalty: 869.884033 Iteration 21Q: 3 clusters Score -568402.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -568438.062500 Penalty: 869.884033 Iteration 22Q: 3 clusters Score -568438.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -568470.500000 Penalty: 869.884033 Iteration 23Q: 3 clusters Score -568470.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -568492.750000 Penalty: 869.884033 Iteration 24Q: 3 clusters Score -568492.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -568515.562500 Penalty: 869.884033 Iteration 25Q: 3 clusters Score -568515.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -568545.312500 Penalty: 869.884033 Iteration 26Q: 3 clusters Score -568545.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -568572.562500 Penalty: 869.884033 Iteration 27Q: 3 clusters Score -568572.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -568586.687500 Penalty: 869.884033 Iteration 28Q: 3 clusters Score -568586.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -568602.750000 Penalty: 869.884033 Iteration 29Q: 3 clusters Score -568602.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 13083 members Entering Unmasked Estep Score: -568611.937500 Penalty: 869.884033 Iteration 30Q: 3 clusters Score -568611.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -568625.687500 Penalty: 869.884033 Iteration 31Q: 3 clusters Score -568625.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 13162 members Entering Unmasked Estep Score: -568635.375000 Penalty: 869.884033 Iteration 32Q: 3 clusters Score -568635.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -568645.437500 Penalty: 869.884033 Iteration 33Q: 3 clusters Score -568645.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -568648.625000 Penalty: 869.884033 Iteration 34Q: 3 clusters Score -568648.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -568653.875000 Penalty: 869.884033 Iteration 35Q: 3 clusters Score -568653.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 13253 members Entering Unmasked Estep Score: -568656.062500 Penalty: 869.884033 Iteration 36Q: 3 clusters Score -568656.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -568661.562500 Penalty: 869.884033 Iteration 37Q: 3 clusters Score -568661.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -568663.812500 Penalty: 869.884033 Iteration 38Q: 3 clusters Score -568663.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -568665.937500 Penalty: 869.884033 Iteration 39Q: 3 clusters Score -568665.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 13302 members Entering Unmasked Estep Score: -568668.000000 Penalty: 869.884033 Iteration 40F: 3 clusters Score -568668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -568668.312500 Penalty: 869.884033 Iteration 41Q: 3 clusters Score -568668.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -568670.000000 Penalty: 869.884033 Iteration 42Q: 3 clusters Score -568670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -568671.000000 Penalty: 869.884033 Iteration 43Q: 3 clusters Score -568671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -568672.812500 Penalty: 869.884033 Iteration 44Q: 3 clusters Score -568672.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -568674.125000 Penalty: 869.884033 Iteration 45Q: 3 clusters Score -568674.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -568674.812500 Penalty: 869.884033 Iteration 46Q: 3 clusters Score -568674.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -568674.875000 Penalty: 869.884033 Iteration 47Q: 3 clusters Score -568674.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -568676.000000 Penalty: 869.884033 Iteration 48Q: 3 clusters Score -568676 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -568677.562500 Penalty: 869.884033 Iteration 49Q: 3 clusters Score -568677.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -568678.937500 Penalty: 869.884033 Iteration 50Q: 3 clusters Score -568678.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -568680.312500 Penalty: 869.884033 Iteration 51Q: 3 clusters Score -568680.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 13384 members Entering Unmasked Estep Score: -568680.875000 Penalty: 869.884033 Iteration 52Q: 3 clusters Score -568680.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -568681.250000 Penalty: 869.884033 Iteration 53Q: 3 clusters Score -568681.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -568682.125000 Penalty: 869.884033 Iteration 54Q: 3 clusters Score -568682.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -568681.375000 Penalty: 869.884033 Iteration 55Q: 3 clusters Score -568681.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -568682.312500 Penalty: 869.884033 Iteration 56Q: 3 clusters Score -568682.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 13399 members Entering Unmasked Estep Score: -568683.687500 Penalty: 869.884033 Iteration 57Q: 3 clusters Score -568683.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -568684.812500 Penalty: 869.884033 Iteration 58Q: 3 clusters Score -568684.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -568685.437500 Penalty: 869.884033 Iteration 59Q: 3 clusters Score -568685.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -568687.500000 Penalty: 869.884033 Iteration 60F: 3 clusters Score -568687.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -568690.000000 Penalty: 869.884033 Iteration 61Q: 3 clusters Score -568690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -568690.937500 Penalty: 869.884033 Iteration 62Q: 3 clusters Score -568690.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 13428 members Entering Unmasked Estep Score: -568689.250000 Penalty: 869.884033 Iteration 63Q: 3 clusters Score -568689.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -568691.187500 Penalty: 869.884033 Iteration 64Q: 3 clusters Score -568691.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -568692.750000 Penalty: 869.884033 Iteration 65Q: 3 clusters Score -568692.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -568693.312500 Penalty: 869.884033 Iteration 66Q: 3 clusters Score -568693.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -568694.812500 Penalty: 869.884033 Iteration 67Q: 3 clusters Score -568694.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 13444 members Entering Unmasked Estep Score: -568694.875000 Penalty: 869.884033 Iteration 68Q: 3 clusters Score -568694.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 13444 members Entering Unmasked Estep Score: -568694.875000 Penalty: 869.884033 Iteration 69F: 3 clusters Score -568694.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Entering Unmasked Estep Score: -199224.812500 Penalty: 390.907440 Iteration 0F: 2 clusters Score -199224.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -195547.921875 Penalty: 781.814880 Iteration 0F: 3 clusters Score -195547.9 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -196959.828125 Penalty: 781.814880 Iteration 1F: 3 clusters Score -196959.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -197175.375000 Penalty: 781.814880 Iteration 2F: 3 clusters Score -197175.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -197425.125000 Penalty: 781.814880 Iteration 3F: 3 clusters Score -197425.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -197717.125000 Penalty: 781.814880 Iteration 4F: 3 clusters Score -197717.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -197993.750000 Penalty: 781.814880 Iteration 5F: 3 clusters Score -197993.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -198230.421875 Penalty: 781.814880 Iteration 6F: 3 clusters Score -198230.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -198389.921875 Penalty: 781.814880 Iteration 7Q: 3 clusters Score -198389.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -198507.750000 Penalty: 781.814880 Iteration 8Q: 3 clusters Score -198507.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -198600.281250 Penalty: 781.814880 Iteration 9Q: 3 clusters Score -198600.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -198671.156250 Penalty: 781.814880 Iteration 10Q: 3 clusters Score -198671.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -198732.718750 Penalty: 781.814880 Iteration 11Q: 3 clusters Score -198732.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -198787.062500 Penalty: 781.814880 Iteration 12Q: 3 clusters Score -198787.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -198838.640625 Penalty: 781.814880 Iteration 13Q: 3 clusters Score -198838.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -198883.484375 Penalty: 781.814880 Iteration 14Q: 3 clusters Score -198883.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -198934.468750 Penalty: 781.814880 Iteration 15Q: 3 clusters Score -198934.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -198979.609375 Penalty: 781.814880 Iteration 16Q: 3 clusters Score -198979.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -199015.812500 Penalty: 781.814880 Iteration 17Q: 3 clusters Score -199015.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -199038.921875 Penalty: 781.814880 Iteration 18Q: 3 clusters Score -199038.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -199053.453125 Penalty: 781.814880 Iteration 19Q: 3 clusters Score -199053.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -199068.234375 Penalty: 781.814880 Iteration 20F: 3 clusters Score -199068.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -199083.953125 Penalty: 781.814880 Iteration 21Q: 3 clusters Score -199084 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -199103.203125 Penalty: 781.814880 Iteration 22Q: 3 clusters Score -199103.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -199121.718750 Penalty: 781.814880 Iteration 23Q: 3 clusters Score -199121.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -199147.875000 Penalty: 781.814880 Iteration 24Q: 3 clusters Score -199147.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -199182.625000 Penalty: 781.814880 Iteration 25Q: 3 clusters Score -199182.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -199220.250000 Penalty: 781.814880 Iteration 26Q: 3 clusters Score -199220.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -199263.390625 Penalty: 781.814880 Iteration 27Q: 3 clusters Score -199263.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -199307.171875 Penalty: 781.814880 Iteration 28Q: 3 clusters Score -199307.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -199323.078125 Penalty: 781.814880 Iteration 29Q: 3 clusters Score -199323.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -199326.968750 Penalty: 781.814880 Iteration 30Q: 3 clusters Score -199327 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -199328.484375 Penalty: 781.814880 Iteration 31Q: 3 clusters Score -199328.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -199328.140625 Penalty: 781.814880 Iteration 32Q: 3 clusters Score -199328.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -199329.203125 Penalty: 781.814880 Iteration 33Q: 3 clusters Score -199329.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -199330.015625 Penalty: 781.814880 Iteration 34Q: 3 clusters Score -199330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -199330.015625 Penalty: 781.814880 Iteration 35Q: 3 clusters Score -199330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -199330.015625 Penalty: 781.814880 Iteration 36F: 3 clusters Score -199330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 2665 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Entering Unmasked Estep Score: -14394713.000000 Penalty: 12896.992188 Splitting cluster 6 changes total score from -14357242.000000 to -14394713.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (2665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Entering Unmasked Estep Score: -81462.960938 Penalty: 358.902161 Iteration 0F: 2 clusters Score -81462.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -79685.796875 Penalty: 717.804321 Iteration 0F: 3 clusters Score -79685.8 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -81279.242188 Penalty: 717.804321 Iteration 1F: 3 clusters Score -81279.24 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -81938.179688 Penalty: 717.804321 Iteration 2F: 3 clusters Score -81938.18 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -82089.093750 Penalty: 717.804321 Iteration 3F: 3 clusters Score -82089.09 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -82131.640625 Penalty: 717.804321 Iteration 4Q: 3 clusters Score -82131.64 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -82155.687500 Penalty: 717.804321 Iteration 5Q: 3 clusters Score -82155.69 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -82173.742188 Penalty: 717.804321 Iteration 6Q: 3 clusters Score -82173.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -82181.656250 Penalty: 717.804321 Iteration 7Q: 3 clusters Score -82181.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -82185.226562 Penalty: 717.804321 Iteration 8Q: 3 clusters Score -82185.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -82188.992188 Penalty: 717.804321 Iteration 9Q: 3 clusters Score -82188.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -82191.546875 Penalty: 717.804321 Iteration 10Q: 3 clusters Score -82191.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -82193.054688 Penalty: 717.804321 Iteration 11Q: 3 clusters Score -82193.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -82193.351562 Penalty: 717.804321 Iteration 12Q: 3 clusters Score -82193.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -82193.656250 Penalty: 717.804321 Iteration 13Q: 3 clusters Score -82193.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -82194.117188 Penalty: 717.804321 Iteration 14F: 3 clusters Score -82194.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -82194.843750 Penalty: 717.804321 Iteration 15Q: 3 clusters Score -82194.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -82195.062500 Penalty: 717.804321 Iteration 16Q: 3 clusters Score -82195.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -82195.054688 Penalty: 717.804321 Iteration 17Q: 3 clusters Score -82195.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -82195.054688 Penalty: 717.804321 Iteration 18F: 3 clusters Score -82195.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 34555 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Entering Unmasked Estep Score: -14395211.000000 Penalty: 13483.219727 Splitting cluster 7 changes total score from -14357242.000000 to -14395211.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 8 (34555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34555 members Entering Unmasked Estep Score: -1304969.125000 Penalty: 475.489014 Iteration 0F: 2 clusters Score -1304969 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17258 members Mstep: Class 2 contains 17297 members Entering Unmasked Estep Score: -1281950.875000 Penalty: 950.978027 Iteration 0F: 3 clusters Score -1281951 nChanged 16575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18275 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -1292749.500000 Penalty: 950.978027 Iteration 1F: 3 clusters Score -1292750 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -1294069.750000 Penalty: 950.978027 Iteration 2F: 3 clusters Score -1294070 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19006 members Mstep: Class 2 contains 15549 members Entering Unmasked Estep Score: -1295742.625000 Penalty: 950.978027 Iteration 3F: 3 clusters Score -1295743 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -1297754.000000 Penalty: 950.978027 Iteration 4F: 3 clusters Score -1297754 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19329 members Mstep: Class 2 contains 15226 members Entering Unmasked Estep Score: -1299632.875000 Penalty: 950.978027 Iteration 5F: 3 clusters Score -1299633 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 15219 members Entering Unmasked Estep Score: -1301188.125000 Penalty: 950.978027 Iteration 6F: 3 clusters Score -1301188 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19350 members Mstep: Class 2 contains 15205 members Entering Unmasked Estep Score: -1302321.625000 Penalty: 950.978027 Iteration 7Q: 3 clusters Score -1302322 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19394 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -1303089.250000 Penalty: 950.978027 Iteration 8Q: 3 clusters Score -1303089 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -1303588.750000 Penalty: 950.978027 Iteration 9Q: 3 clusters Score -1303589 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -1303916.250000 Penalty: 950.978027 Iteration 10Q: 3 clusters Score -1303916 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19246 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -1304129.375000 Penalty: 950.978027 Iteration 11Q: 3 clusters Score -1304129 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -1304265.250000 Penalty: 950.978027 Iteration 12Q: 3 clusters Score -1304265 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 15522 members Entering Unmasked Estep Score: -1304357.125000 Penalty: 950.978027 Iteration 13Q: 3 clusters Score -1304357 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -1304413.625000 Penalty: 950.978027 Iteration 14Q: 3 clusters Score -1304414 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18757 members Mstep: Class 2 contains 15798 members Entering Unmasked Estep Score: -1304461.250000 Penalty: 950.978027 Iteration 15Q: 3 clusters Score -1304461 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -1304507.250000 Penalty: 950.978027 Iteration 16Q: 3 clusters Score -1304507 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 16152 members Entering Unmasked Estep Score: -1304532.375000 Penalty: 950.978027 Iteration 17Q: 3 clusters Score -1304532 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18205 members Mstep: Class 2 contains 16350 members Entering Unmasked Estep Score: -1304568.375000 Penalty: 950.978027 Iteration 18Q: 3 clusters Score -1304568 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -1304595.750000 Penalty: 950.978027 Iteration 19Q: 3 clusters Score -1304596 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -1304626.375000 Penalty: 950.978027 Iteration 20F: 3 clusters Score -1304626 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17638 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -1304643.750000 Penalty: 950.978027 Iteration 21Q: 3 clusters Score -1304644 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17475 members Mstep: Class 2 contains 17080 members Entering Unmasked Estep Score: -1304665.500000 Penalty: 950.978027 Iteration 22Q: 3 clusters Score -1304666 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17291 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -1304694.625000 Penalty: 950.978027 Iteration 23Q: 3 clusters Score -1304695 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 17451 members Entering Unmasked Estep Score: -1304713.625000 Penalty: 950.978027 Iteration 24Q: 3 clusters Score -1304714 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -1304734.250000 Penalty: 950.978027 Iteration 25Q: 3 clusters Score -1304734 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 17807 members Entering Unmasked Estep Score: -1304763.125000 Penalty: 950.978027 Iteration 26Q: 3 clusters Score -1304763 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 17971 members Entering Unmasked Estep Score: -1304766.875000 Penalty: 950.978027 Iteration 27Q: 3 clusters Score -1304767 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 18129 members Entering Unmasked Estep Score: -1304791.375000 Penalty: 950.978027 Iteration 28Q: 3 clusters Score -1304791 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16280 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -1304801.500000 Penalty: 950.978027 Iteration 29Q: 3 clusters Score -1304802 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16133 members Mstep: Class 2 contains 18422 members Entering Unmasked Estep Score: -1304820.250000 Penalty: 950.978027 Iteration 30Q: 3 clusters Score -1304820 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15984 members Mstep: Class 2 contains 18571 members Entering Unmasked Estep Score: -1304832.625000 Penalty: 950.978027 Iteration 31Q: 3 clusters Score -1304833 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 18717 members Entering Unmasked Estep Score: -1304850.250000 Penalty: 950.978027 Iteration 32Q: 3 clusters Score -1304850 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -1304863.000000 Penalty: 950.978027 Iteration 33Q: 3 clusters Score -1304863 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -1304872.875000 Penalty: 950.978027 Iteration 34Q: 3 clusters Score -1304873 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 19148 members Entering Unmasked Estep Score: -1304891.875000 Penalty: 950.978027 Iteration 35Q: 3 clusters Score -1304892 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Mstep: Class 2 contains 19301 members Entering Unmasked Estep Score: -1304911.000000 Penalty: 950.978027 Iteration 36Q: 3 clusters Score -1304911 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15091 members Mstep: Class 2 contains 19464 members Entering Unmasked Estep Score: -1304920.125000 Penalty: 950.978027 Iteration 37Q: 3 clusters Score -1304920 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -1304942.875000 Penalty: 950.978027 Iteration 38Q: 3 clusters Score -1304943 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 19796 members Entering Unmasked Estep Score: -1304962.250000 Penalty: 950.978027 Iteration 39Q: 3 clusters Score -1304962 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -1304994.375000 Penalty: 950.978027 Iteration 40F: 3 clusters Score -1304994 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -1305024.750000 Penalty: 950.978027 Iteration 41Q: 3 clusters Score -1305025 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14201 members Mstep: Class 2 contains 20354 members Entering Unmasked Estep Score: -1305042.000000 Penalty: 950.978027 Iteration 42Q: 3 clusters Score -1305042 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -1305064.375000 Penalty: 950.978027 Iteration 43Q: 3 clusters Score -1305064 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 20671 members Entering Unmasked Estep Score: -1305085.625000 Penalty: 950.978027 Iteration 44Q: 3 clusters Score -1305086 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -1305106.875000 Penalty: 950.978027 Iteration 45Q: 3 clusters Score -1305107 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 21002 members Entering Unmasked Estep Score: -1305121.750000 Penalty: 950.978027 Iteration 46Q: 3 clusters Score -1305122 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13399 members Mstep: Class 2 contains 21156 members Entering Unmasked Estep Score: -1305142.625000 Penalty: 950.978027 Iteration 47Q: 3 clusters Score -1305143 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13220 members Mstep: Class 2 contains 21335 members Entering Unmasked Estep Score: -1305162.250000 Penalty: 950.978027 Iteration 48Q: 3 clusters Score -1305162 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 21524 members Entering Unmasked Estep Score: -1305194.000000 Penalty: 950.978027 Iteration 49Q: 3 clusters Score -1305194 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 21720 members Entering Unmasked Estep Score: -1305220.625000 Penalty: 950.978027 Iteration 50Q: 3 clusters Score -1305221 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -1305239.750000 Penalty: 950.978027 Iteration 51Q: 3 clusters Score -1305240 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 22107 members Entering Unmasked Estep Score: -1305269.375000 Penalty: 950.978027 Iteration 52Q: 3 clusters Score -1305269 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12280 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -1305286.875000 Penalty: 950.978027 Iteration 53Q: 3 clusters Score -1305287 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -1305306.875000 Penalty: 950.978027 Iteration 54Q: 3 clusters Score -1305307 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -1305321.500000 Penalty: 950.978027 Iteration 55Q: 3 clusters Score -1305322 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 22759 members Entering Unmasked Estep Score: -1305354.500000 Penalty: 950.978027 Iteration 56Q: 3 clusters Score -1305354 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Mstep: Class 2 contains 22940 members Entering Unmasked Estep Score: -1305371.875000 Penalty: 950.978027 Iteration 57Q: 3 clusters Score -1305372 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 23092 members Entering Unmasked Estep Score: -1305385.125000 Penalty: 950.978027 Iteration 58Q: 3 clusters Score -1305385 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 23233 members Entering Unmasked Estep Score: -1305404.000000 Penalty: 950.978027 Iteration 59Q: 3 clusters Score -1305404 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -1305417.000000 Penalty: 950.978027 Iteration 60F: 3 clusters Score -1305417 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -1305446.875000 Penalty: 950.978027 Iteration 61Q: 3 clusters Score -1305447 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 23676 members Entering Unmasked Estep Score: -1305463.500000 Penalty: 950.978027 Iteration 62Q: 3 clusters Score -1305464 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -1305478.250000 Penalty: 950.978027 Iteration 63Q: 3 clusters Score -1305478 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -1305495.250000 Penalty: 950.978027 Iteration 64Q: 3 clusters Score -1305495 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 24021 members Entering Unmasked Estep Score: -1305513.000000 Penalty: 950.978027 Iteration 65Q: 3 clusters Score -1305513 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -1305538.000000 Penalty: 950.978027 Iteration 66Q: 3 clusters Score -1305538 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -1305559.250000 Penalty: 950.978027 Iteration 67Q: 3 clusters Score -1305559 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 24446 members Entering Unmasked Estep Score: -1305573.000000 Penalty: 950.978027 Iteration 68Q: 3 clusters Score -1305573 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -1305601.750000 Penalty: 950.978027 Iteration 69Q: 3 clusters Score -1305602 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 24696 members Entering Unmasked Estep Score: -1305616.000000 Penalty: 950.978027 Iteration 70Q: 3 clusters Score -1305616 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 24843 members Entering Unmasked Estep Score: -1305636.000000 Penalty: 950.978027 Iteration 71Q: 3 clusters Score -1305636 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 24985 members Entering Unmasked Estep Score: -1305658.000000 Penalty: 950.978027 Iteration 72Q: 3 clusters Score -1305658 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 25147 members Entering Unmasked Estep Score: -1305671.750000 Penalty: 950.978027 Iteration 73Q: 3 clusters Score -1305672 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 25277 members Entering Unmasked Estep Score: -1305695.500000 Penalty: 950.978027 Iteration 74Q: 3 clusters Score -1305696 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 25395 members Entering Unmasked Estep Score: -1305708.500000 Penalty: 950.978027 Iteration 75Q: 3 clusters Score -1305708 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 25494 members Entering Unmasked Estep Score: -1305719.625000 Penalty: 950.978027 Iteration 76Q: 3 clusters Score -1305720 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 25584 members Entering Unmasked Estep Score: -1305725.250000 Penalty: 950.978027 Iteration 77Q: 3 clusters Score -1305725 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 25681 members Entering Unmasked Estep Score: -1305735.125000 Penalty: 950.978027 Iteration 78Q: 3 clusters Score -1305735 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 25771 members Entering Unmasked Estep Score: -1305741.750000 Penalty: 950.978027 Iteration 79Q: 3 clusters Score -1305742 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 25858 members Entering Unmasked Estep Score: -1305755.500000 Penalty: 950.978027 Iteration 80F: 3 clusters Score -1305756 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -1305762.000000 Penalty: 950.978027 Iteration 81Q: 3 clusters Score -1305762 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 26005 members Entering Unmasked Estep Score: -1305772.125000 Penalty: 950.978027 Iteration 82Q: 3 clusters Score -1305772 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 26053 members Entering Unmasked Estep Score: -1305778.500000 Penalty: 950.978027 Iteration 83Q: 3 clusters Score -1305778 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 26098 members Entering Unmasked Estep Score: -1305772.750000 Penalty: 950.978027 Iteration 84Q: 3 clusters Score -1305773 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 26126 members Entering Unmasked Estep Score: -1305775.750000 Penalty: 950.978027 Iteration 85Q: 3 clusters Score -1305776 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 26152 members Entering Unmasked Estep Score: -1305778.875000 Penalty: 950.978027 Iteration 86Q: 3 clusters Score -1305779 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 26175 members Entering Unmasked Estep Score: -1305780.250000 Penalty: 950.978027 Iteration 87Q: 3 clusters Score -1305780 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 26197 members Entering Unmasked Estep Score: -1305783.625000 Penalty: 950.978027 Iteration 88Q: 3 clusters Score -1305784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 26216 members Entering Unmasked Estep Score: -1305781.625000 Penalty: 950.978027 Iteration 89Q: 3 clusters Score -1305782 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 26240 members Entering Unmasked Estep Score: -1305783.000000 Penalty: 950.978027 Iteration 90Q: 3 clusters Score -1305783 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 26262 members Entering Unmasked Estep Score: -1305784.250000 Penalty: 950.978027 Iteration 91Q: 3 clusters Score -1305784 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 26290 members Entering Unmasked Estep Score: -1305784.125000 Penalty: 950.978027 Iteration 92Q: 3 clusters Score -1305784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 26309 members Entering Unmasked Estep Score: -1305782.750000 Penalty: 950.978027 Iteration 93Q: 3 clusters Score -1305783 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -1305784.000000 Penalty: 950.978027 Iteration 94Q: 3 clusters Score -1305784 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 26335 members Entering Unmasked Estep Score: -1305782.875000 Penalty: 950.978027 Iteration 95Q: 3 clusters Score -1305783 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 26350 members Entering Unmasked Estep Score: -1305786.750000 Penalty: 950.978027 Iteration 96Q: 3 clusters Score -1305787 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -1305783.500000 Penalty: 950.978027 Iteration 97Q: 3 clusters Score -1305784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 26378 members Entering Unmasked Estep Score: -1305785.375000 Penalty: 950.978027 Iteration 98Q: 3 clusters Score -1305785 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 26395 members Entering Unmasked Estep Score: -1305786.625000 Penalty: 950.978027 Iteration 99Q: 3 clusters Score -1305787 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 26405 members Entering Unmasked Estep Score: -1305787.375000 Penalty: 950.978027 Iteration 100F: 3 clusters Score -1305787 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 26412 members Entering Unmasked Estep Score: -1305787.750000 Penalty: 950.978027 Iteration 101Q: 3 clusters Score -1305788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 26420 members Entering Unmasked Estep Score: -1305789.500000 Penalty: 950.978027 Iteration 102Q: 3 clusters Score -1305790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 26428 members Entering Unmasked Estep Score: -1305788.500000 Penalty: 950.978027 Iteration 103Q: 3 clusters Score -1305788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 26435 members Entering Unmasked Estep Score: -1305785.875000 Penalty: 950.978027 Iteration 104Q: 3 clusters Score -1305786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 26441 members Entering Unmasked Estep Score: -1305787.000000 Penalty: 950.978027 Iteration 105Q: 3 clusters Score -1305787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 26446 members Entering Unmasked Estep Score: -1305785.875000 Penalty: 950.978027 Iteration 106Q: 3 clusters Score -1305786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 26448 members Entering Unmasked Estep Score: -1305786.000000 Penalty: 950.978027 Iteration 107Q: 3 clusters Score -1305786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 26448 members Entering Unmasked Estep Score: -1305786.000000 Penalty: 950.978027 Iteration 108F: 3 clusters Score -1305786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 27914 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Entering Unmasked Estep Score: -14395909.000000 Penalty: 14069.446289 Splitting cluster 8 changes total score from -14357242.000000 to -14395909.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 9 (27914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27914 members Entering Unmasked Estep Score: -1082314.625000 Penalty: 465.778198 Iteration 0F: 2 clusters Score -1082315 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -1063680.250000 Penalty: 931.556396 Iteration 0F: 3 clusters Score -1063680 nChanged 13346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14614 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -1073080.875000 Penalty: 931.556396 Iteration 1F: 3 clusters Score -1073081 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -1075688.375000 Penalty: 931.556396 Iteration 2F: 3 clusters Score -1075688 nChanged 2987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16218 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1079528.750000 Penalty: 931.556396 Iteration 3F: 3 clusters Score -1079529 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16809 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1083047.875000 Penalty: 931.556396 Iteration 4F: 3 clusters Score -1083048 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17078 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1084759.750000 Penalty: 931.556396 Iteration 5F: 3 clusters Score -1084760 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17165 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -1085322.500000 Penalty: 931.556396 Iteration 6Q: 3 clusters Score -1085322 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17212 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -1085498.875000 Penalty: 931.556396 Iteration 7Q: 3 clusters Score -1085499 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17273 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -1085569.375000 Penalty: 931.556396 Iteration 8Q: 3 clusters Score -1085569 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -1085599.375000 Penalty: 931.556396 Iteration 9Q: 3 clusters Score -1085599 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17328 members Mstep: Class 2 contains 10586 members Entering Unmasked Estep Score: -1085609.750000 Penalty: 931.556396 Iteration 10Q: 3 clusters Score -1085610 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17341 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -1085611.375000 Penalty: 931.556396 Iteration 11Q: 3 clusters Score -1085611 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -1085609.500000 Penalty: 931.556396 Iteration 12Q: 3 clusters Score -1085610 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -1085613.750000 Penalty: 931.556396 Iteration 13Q: 3 clusters Score -1085614 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -1085612.875000 Penalty: 931.556396 Iteration 14Q: 3 clusters Score -1085613 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17388 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -1085612.500000 Penalty: 931.556396 Iteration 15Q: 3 clusters Score -1085612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17388 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -1085612.250000 Penalty: 931.556396 Iteration 16Q: 3 clusters Score -1085612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1085612.875000 Penalty: 931.556396 Iteration 17Q: 3 clusters Score -1085613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1085612.875000 Penalty: 931.556396 Iteration 18F: 3 clusters Score -1085613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 38233 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Entering Unmasked Estep Score: -14399077.000000 Penalty: 14655.673828 Splitting cluster 9 changes total score from -14357242.000000 to -14399077.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 10 (13245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Entering Unmasked Estep Score: -515754.906250 Penalty: 431.857574 Iteration 0F: 2 clusters Score -515754.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -506968.812500 Penalty: 863.715149 Iteration 0F: 3 clusters Score -506968.8 nChanged 6224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -510747.750000 Penalty: 863.715149 Iteration 1F: 3 clusters Score -510747.8 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -511323.750000 Penalty: 863.715149 Iteration 2F: 3 clusters Score -511323.8 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -512153.937500 Penalty: 863.715149 Iteration 3F: 3 clusters Score -512153.9 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -513185.968750 Penalty: 863.715149 Iteration 4F: 3 clusters Score -513186 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 10292 members Entering Unmasked Estep Score: -513971.843750 Penalty: 863.715149 Iteration 5F: 3 clusters Score -513971.8 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -514482.718750 Penalty: 863.715149 Iteration 6F: 3 clusters Score -514482.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -514816.625000 Penalty: 863.715149 Iteration 7Q: 3 clusters Score -514816.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -515068.000000 Penalty: 863.715149 Iteration 8Q: 3 clusters Score -515068 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -515253.125000 Penalty: 863.715149 Iteration 9Q: 3 clusters Score -515253.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -515380.593750 Penalty: 863.715149 Iteration 10Q: 3 clusters Score -515380.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -515461.437500 Penalty: 863.715149 Iteration 11Q: 3 clusters Score -515461.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -515508.656250 Penalty: 863.715149 Iteration 12Q: 3 clusters Score -515508.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -515543.187500 Penalty: 863.715149 Iteration 13Q: 3 clusters Score -515543.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -515575.687500 Penalty: 863.715149 Iteration 14Q: 3 clusters Score -515575.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -515591.406250 Penalty: 863.715149 Iteration 15Q: 3 clusters Score -515591.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -515603.875000 Penalty: 863.715149 Iteration 16Q: 3 clusters Score -515603.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -515618.500000 Penalty: 863.715149 Iteration 17Q: 3 clusters Score -515618.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -515631.687500 Penalty: 863.715149 Iteration 18Q: 3 clusters Score -515631.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -515644.781250 Penalty: 863.715149 Iteration 19Q: 3 clusters Score -515644.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -515649.500000 Penalty: 863.715149 Iteration 20F: 3 clusters Score -515649.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -515655.531250 Penalty: 863.715149 Iteration 21Q: 3 clusters Score -515655.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -515659.656250 Penalty: 863.715149 Iteration 22Q: 3 clusters Score -515659.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 12105 members Entering Unmasked Estep Score: -515662.906250 Penalty: 863.715149 Iteration 23Q: 3 clusters Score -515662.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -515666.343750 Penalty: 863.715149 Iteration 24Q: 3 clusters Score -515666.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -515667.593750 Penalty: 863.715149 Iteration 25Q: 3 clusters Score -515667.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -515667.687500 Penalty: 863.715149 Iteration 26Q: 3 clusters Score -515667.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -515669.250000 Penalty: 863.715149 Iteration 27Q: 3 clusters Score -515669.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -515668.781250 Penalty: 863.715149 Iteration 28Q: 3 clusters Score -515668.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -515670.062500 Penalty: 863.715149 Iteration 29Q: 3 clusters Score -515670.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -515670.593750 Penalty: 863.715149 Iteration 30Q: 3 clusters Score -515670.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -515671.875000 Penalty: 863.715149 Iteration 31Q: 3 clusters Score -515671.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -515671.375000 Penalty: 863.715149 Iteration 32Q: 3 clusters Score -515671.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -515672.625000 Penalty: 863.715149 Iteration 33Q: 3 clusters Score -515672.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -515672.343750 Penalty: 863.715149 Iteration 34Q: 3 clusters Score -515672.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -515672.500000 Penalty: 863.715149 Iteration 35Q: 3 clusters Score -515672.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -515673.187500 Penalty: 863.715149 Iteration 36Q: 3 clusters Score -515673.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -515672.812500 Penalty: 863.715149 Iteration 37Q: 3 clusters Score -515672.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -515672.406250 Penalty: 863.715149 Iteration 38Q: 3 clusters Score -515672.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -515673.625000 Penalty: 863.715149 Iteration 39Q: 3 clusters Score -515673.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -515672.843750 Penalty: 863.715149 Iteration 40F: 3 clusters Score -515672.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -515672.750000 Penalty: 863.715149 Iteration 41Q: 3 clusters Score -515672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -515672.750000 Penalty: 863.715149 Iteration 42F: 3 clusters Score -515672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (38233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38233 members Entering Unmasked Estep Score: -1432907.125000 Penalty: 480.091187 Iteration 0F: 2 clusters Score -1432907 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 19041 members Entering Unmasked Estep Score: -1407562.000000 Penalty: 960.182373 Iteration 0F: 3 clusters Score -1407562 nChanged 18400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 19211 members Entering Unmasked Estep Score: -1421567.250000 Penalty: 960.182373 Iteration 1F: 3 clusters Score -1421567 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17673 members Mstep: Class 2 contains 20560 members Entering Unmasked Estep Score: -1424354.625000 Penalty: 960.182373 Iteration 2F: 3 clusters Score -1424355 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 22084 members Entering Unmasked Estep Score: -1426885.750000 Penalty: 960.182373 Iteration 3F: 3 clusters Score -1426886 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 23509 members Entering Unmasked Estep Score: -1428863.000000 Penalty: 960.182373 Iteration 4F: 3 clusters Score -1428863 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -1430262.250000 Penalty: 960.182373 Iteration 5F: 3 clusters Score -1430262 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 26222 members Entering Unmasked Estep Score: -1431383.750000 Penalty: 960.182373 Iteration 6Q: 3 clusters Score -1431384 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 27477 members Entering Unmasked Estep Score: -1432284.500000 Penalty: 960.182373 Iteration 7Q: 3 clusters Score -1432284 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 28622 members Entering Unmasked Estep Score: -1433060.875000 Penalty: 960.182373 Iteration 8Q: 3 clusters Score -1433061 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 29618 members Entering Unmasked Estep Score: -1433710.375000 Penalty: 960.182373 Iteration 9Q: 3 clusters Score -1433710 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 30435 members Entering Unmasked Estep Score: -1434143.625000 Penalty: 960.182373 Iteration 10Q: 3 clusters Score -1434144 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 31042 members Entering Unmasked Estep Score: -1434401.875000 Penalty: 960.182373 Iteration 11Q: 3 clusters Score -1434402 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 31528 members Entering Unmasked Estep Score: -1434570.125000 Penalty: 960.182373 Iteration 12Q: 3 clusters Score -1434570 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 31939 members Entering Unmasked Estep Score: -1434706.375000 Penalty: 960.182373 Iteration 13Q: 3 clusters Score -1434706 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 32279 members Entering Unmasked Estep Score: -1434792.750000 Penalty: 960.182373 Iteration 14Q: 3 clusters Score -1434793 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 32586 members Entering Unmasked Estep Score: -1434869.250000 Penalty: 960.182373 Iteration 15Q: 3 clusters Score -1434869 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 32854 members Entering Unmasked Estep Score: -1434927.500000 Penalty: 960.182373 Iteration 16Q: 3 clusters Score -1434928 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 33094 members Entering Unmasked Estep Score: -1434975.000000 Penalty: 960.182373 Iteration 17Q: 3 clusters Score -1434975 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 33296 members Entering Unmasked Estep Score: -1435002.250000 Penalty: 960.182373 Iteration 18Q: 3 clusters Score -1435002 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 33462 members Entering Unmasked Estep Score: -1435024.500000 Penalty: 960.182373 Iteration 19Q: 3 clusters Score -1435024 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 33605 members Entering Unmasked Estep Score: -1435053.125000 Penalty: 960.182373 Iteration 20F: 3 clusters Score -1435053 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 33733 members Entering Unmasked Estep Score: -1435069.375000 Penalty: 960.182373 Iteration 21Q: 3 clusters Score -1435069 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 33834 members Entering Unmasked Estep Score: -1435076.750000 Penalty: 960.182373 Iteration 22Q: 3 clusters Score -1435077 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 33930 members Entering Unmasked Estep Score: -1435084.375000 Penalty: 960.182373 Iteration 23Q: 3 clusters Score -1435084 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 34020 members Entering Unmasked Estep Score: -1435089.250000 Penalty: 960.182373 Iteration 24Q: 3 clusters Score -1435089 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 34094 members Entering Unmasked Estep Score: -1435100.000000 Penalty: 960.182373 Iteration 25Q: 3 clusters Score -1435100 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 34183 members Entering Unmasked Estep Score: -1435116.625000 Penalty: 960.182373 Iteration 26Q: 3 clusters Score -1435117 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 34271 members Entering Unmasked Estep Score: -1435119.750000 Penalty: 960.182373 Iteration 27Q: 3 clusters Score -1435120 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 34353 members Entering Unmasked Estep Score: -1435129.750000 Penalty: 960.182373 Iteration 28Q: 3 clusters Score -1435130 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 34436 members Entering Unmasked Estep Score: -1435139.500000 Penalty: 960.182373 Iteration 29Q: 3 clusters Score -1435140 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 34526 members Entering Unmasked Estep Score: -1435154.625000 Penalty: 960.182373 Iteration 30Q: 3 clusters Score -1435155 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 34629 members Entering Unmasked Estep Score: -1435169.500000 Penalty: 960.182373 Iteration 31Q: 3 clusters Score -1435170 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 34711 members Entering Unmasked Estep Score: -1435174.000000 Penalty: 960.182373 Iteration 32Q: 3 clusters Score -1435174 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 34771 members Entering Unmasked Estep Score: -1435186.750000 Penalty: 960.182373 Iteration 33Q: 3 clusters Score -1435187 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 34822 members Entering Unmasked Estep Score: -1435194.625000 Penalty: 960.182373 Iteration 34Q: 3 clusters Score -1435195 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 34863 members Entering Unmasked Estep Score: -1435194.250000 Penalty: 960.182373 Iteration 35Q: 3 clusters Score -1435194 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 34898 members Entering Unmasked Estep Score: -1435192.625000 Penalty: 960.182373 Iteration 36Q: 3 clusters Score -1435193 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 34923 members Entering Unmasked Estep Score: -1435195.000000 Penalty: 960.182373 Iteration 37Q: 3 clusters Score -1435195 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 34946 members Entering Unmasked Estep Score: -1435194.000000 Penalty: 960.182373 Iteration 38Q: 3 clusters Score -1435194 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 34967 members Entering Unmasked Estep Score: -1435195.750000 Penalty: 960.182373 Iteration 39Q: 3 clusters Score -1435196 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 34986 members Entering Unmasked Estep Score: -1435199.000000 Penalty: 960.182373 Iteration 40F: 3 clusters Score -1435199 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 35018 members Entering Unmasked Estep Score: -1435208.500000 Penalty: 960.182373 Iteration 41Q: 3 clusters Score -1435208 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 35049 members Entering Unmasked Estep Score: -1435210.750000 Penalty: 960.182373 Iteration 42Q: 3 clusters Score -1435211 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 35087 members Entering Unmasked Estep Score: -1435212.250000 Penalty: 960.182373 Iteration 43Q: 3 clusters Score -1435212 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 35126 members Entering Unmasked Estep Score: -1435213.625000 Penalty: 960.182373 Iteration 44Q: 3 clusters Score -1435214 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 35179 members Entering Unmasked Estep Score: -1435222.000000 Penalty: 960.182373 Iteration 45Q: 3 clusters Score -1435222 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 35231 members Entering Unmasked Estep Score: -1435220.750000 Penalty: 960.182373 Iteration 46Q: 3 clusters Score -1435221 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 35286 members Entering Unmasked Estep Score: -1435231.625000 Penalty: 960.182373 Iteration 47Q: 3 clusters Score -1435232 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -1435238.125000 Penalty: 960.182373 Iteration 48Q: 3 clusters Score -1435238 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 35402 members Entering Unmasked Estep Score: -1435247.750000 Penalty: 960.182373 Iteration 49Q: 3 clusters Score -1435248 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 35462 members Entering Unmasked Estep Score: -1435254.500000 Penalty: 960.182373 Iteration 50Q: 3 clusters Score -1435254 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 35511 members Entering Unmasked Estep Score: -1435259.875000 Penalty: 960.182373 Iteration 51Q: 3 clusters Score -1435260 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 35552 members Entering Unmasked Estep Score: -1435263.375000 Penalty: 960.182373 Iteration 52Q: 3 clusters Score -1435263 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 35596 members Entering Unmasked Estep Score: -1435273.125000 Penalty: 960.182373 Iteration 53Q: 3 clusters Score -1435273 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 35647 members Entering Unmasked Estep Score: -1435276.250000 Penalty: 960.182373 Iteration 54Q: 3 clusters Score -1435276 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 35700 members Entering Unmasked Estep Score: -1435277.750000 Penalty: 960.182373 Iteration 55Q: 3 clusters Score -1435278 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 35752 members Entering Unmasked Estep Score: -1435287.875000 Penalty: 960.182373 Iteration 56Q: 3 clusters Score -1435288 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 35803 members Entering Unmasked Estep Score: -1435286.000000 Penalty: 960.182373 Iteration 57Q: 3 clusters Score -1435286 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 35842 members Entering Unmasked Estep Score: -1435289.000000 Penalty: 960.182373 Iteration 58Q: 3 clusters Score -1435289 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 35877 members Entering Unmasked Estep Score: -1435295.500000 Penalty: 960.182373 Iteration 59Q: 3 clusters Score -1435296 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 35907 members Entering Unmasked Estep Score: -1435295.875000 Penalty: 960.182373 Iteration 60F: 3 clusters Score -1435296 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 35933 members Entering Unmasked Estep Score: -1435295.750000 Penalty: 960.182373 Iteration 61Q: 3 clusters Score -1435296 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 35963 members Entering Unmasked Estep Score: -1435296.625000 Penalty: 960.182373 Iteration 62Q: 3 clusters Score -1435297 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 35985 members Entering Unmasked Estep Score: -1435304.125000 Penalty: 960.182373 Iteration 63Q: 3 clusters Score -1435304 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -1435308.625000 Penalty: 960.182373 Iteration 64Q: 3 clusters Score -1435309 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 36032 members Entering Unmasked Estep Score: -1435313.125000 Penalty: 960.182373 Iteration 65Q: 3 clusters Score -1435313 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 36061 members Entering Unmasked Estep Score: -1435312.750000 Penalty: 960.182373 Iteration 66Q: 3 clusters Score -1435313 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 36081 members Entering Unmasked Estep Score: -1435318.375000 Penalty: 960.182373 Iteration 67Q: 3 clusters Score -1435318 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 36092 members Entering Unmasked Estep Score: -1435320.250000 Penalty: 960.182373 Iteration 68Q: 3 clusters Score -1435320 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 36108 members Entering Unmasked Estep Score: -1435316.750000 Penalty: 960.182373 Iteration 69Q: 3 clusters Score -1435317 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 36128 members Entering Unmasked Estep Score: -1435316.875000 Penalty: 960.182373 Iteration 70Q: 3 clusters Score -1435317 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 36146 members Entering Unmasked Estep Score: -1435320.500000 Penalty: 960.182373 Iteration 71Q: 3 clusters Score -1435320 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 36168 members Entering Unmasked Estep Score: -1435322.500000 Penalty: 960.182373 Iteration 72Q: 3 clusters Score -1435322 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 36195 members Entering Unmasked Estep Score: -1435324.250000 Penalty: 960.182373 Iteration 73Q: 3 clusters Score -1435324 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 36219 members Entering Unmasked Estep Score: -1435327.875000 Penalty: 960.182373 Iteration 74Q: 3 clusters Score -1435328 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 36247 members Entering Unmasked Estep Score: -1435333.625000 Penalty: 960.182373 Iteration 75Q: 3 clusters Score -1435334 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 36274 members Entering Unmasked Estep Score: -1435334.250000 Penalty: 960.182373 Iteration 76Q: 3 clusters Score -1435334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 36303 members Entering Unmasked Estep Score: -1435336.625000 Penalty: 960.182373 Iteration 77Q: 3 clusters Score -1435337 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 36325 members Entering Unmasked Estep Score: -1435337.875000 Penalty: 960.182373 Iteration 78Q: 3 clusters Score -1435338 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 36341 members Entering Unmasked Estep Score: -1435337.125000 Penalty: 960.182373 Iteration 79Q: 3 clusters Score -1435337 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 36357 members Entering Unmasked Estep Score: -1435339.375000 Penalty: 960.182373 Iteration 80F: 3 clusters Score -1435339 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 36370 members Entering Unmasked Estep Score: -1435338.500000 Penalty: 960.182373 Iteration 81Q: 3 clusters Score -1435338 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -1435338.375000 Penalty: 960.182373 Iteration 82Q: 3 clusters Score -1435338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 36393 members Entering Unmasked Estep Score: -1435339.250000 Penalty: 960.182373 Iteration 83Q: 3 clusters Score -1435339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 36398 members Entering Unmasked Estep Score: -1435339.500000 Penalty: 960.182373 Iteration 84Q: 3 clusters Score -1435340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -1435343.125000 Penalty: 960.182373 Iteration 85Q: 3 clusters Score -1435343 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 36411 members Entering Unmasked Estep Score: -1435342.375000 Penalty: 960.182373 Iteration 86Q: 3 clusters Score -1435342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 36421 members Entering Unmasked Estep Score: -1435342.750000 Penalty: 960.182373 Iteration 87Q: 3 clusters Score -1435343 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 36433 members Entering Unmasked Estep Score: -1435343.625000 Penalty: 960.182373 Iteration 88Q: 3 clusters Score -1435344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 36438 members Entering Unmasked Estep Score: -1435343.250000 Penalty: 960.182373 Iteration 89Q: 3 clusters Score -1435343 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 36447 members Entering Unmasked Estep Score: -1435343.375000 Penalty: 960.182373 Iteration 90Q: 3 clusters Score -1435343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 36455 members Entering Unmasked Estep Score: -1435343.250000 Penalty: 960.182373 Iteration 91Q: 3 clusters Score -1435343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 36463 members Entering Unmasked Estep Score: -1435343.500000 Penalty: 960.182373 Iteration 92Q: 3 clusters Score -1435344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 36469 members Entering Unmasked Estep Score: -1435345.875000 Penalty: 960.182373 Iteration 93Q: 3 clusters Score -1435346 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 36478 members Entering Unmasked Estep Score: -1435352.125000 Penalty: 960.182373 Iteration 94Q: 3 clusters Score -1435352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 36486 members Entering Unmasked Estep Score: -1435353.000000 Penalty: 960.182373 Iteration 95Q: 3 clusters Score -1435353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 36492 members Entering Unmasked Estep Score: -1435351.750000 Penalty: 960.182373 Iteration 96Q: 3 clusters Score -1435352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 36494 members Entering Unmasked Estep Score: -1435353.625000 Penalty: 960.182373 Iteration 97Q: 3 clusters Score -1435354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 36496 members Entering Unmasked Estep Score: -1435353.875000 Penalty: 960.182373 Iteration 98Q: 3 clusters Score -1435354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 36497 members Entering Unmasked Estep Score: -1435353.625000 Penalty: 960.182373 Iteration 99Q: 3 clusters Score -1435354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 36498 members Entering Unmasked Estep Score: -1435353.125000 Penalty: 960.182373 Iteration 100F: 3 clusters Score -1435353 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 36499 members Entering Unmasked Estep Score: -1435353.375000 Penalty: 960.182373 Iteration 101Q: 3 clusters Score -1435353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 36501 members Entering Unmasked Estep Score: -1435354.875000 Penalty: 960.182373 Iteration 102Q: 3 clusters Score -1435355 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -1435357.500000 Penalty: 960.182373 Iteration 103Q: 3 clusters Score -1435358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 36507 members Entering Unmasked Estep Score: -1435356.250000 Penalty: 960.182373 Iteration 104Q: 3 clusters Score -1435356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 36508 members Entering Unmasked Estep Score: -1435356.750000 Penalty: 960.182373 Iteration 105Q: 3 clusters Score -1435357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 36508 members Entering Unmasked Estep Score: -1435354.250000 Penalty: 960.182373 Iteration 106Q: 3 clusters Score -1435354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 36510 members Entering Unmasked Estep Score: -1435355.000000 Penalty: 960.182373 Iteration 107Q: 3 clusters Score -1435355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 36512 members Entering Unmasked Estep Score: -1435356.500000 Penalty: 960.182373 Iteration 108Q: 3 clusters Score -1435356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 36516 members Entering Unmasked Estep Score: -1435357.625000 Penalty: 960.182373 Iteration 109Q: 3 clusters Score -1435358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 36518 members Entering Unmasked Estep Score: -1435354.000000 Penalty: 960.182373 Iteration 110Q: 3 clusters Score -1435354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 36520 members Entering Unmasked Estep Score: -1435354.375000 Penalty: 960.182373 Iteration 111Q: 3 clusters Score -1435354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 36520 members Entering Unmasked Estep Score: -1435354.375000 Penalty: 960.182373 Iteration 112F: 3 clusters Score -1435354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 3604 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Mstep: Class 26 contains 36520 members Entering Unmasked Estep Score: -14401424.000000 Penalty: 15241.900391 Splitting cluster 12 changes total score from -14357242.000000 to -14401424.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (3604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Entering Unmasked Estep Score: -135241.875000 Penalty: 372.635864 Iteration 0F: 2 clusters Score -135241.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -132819.312500 Penalty: 745.271729 Iteration 0F: 3 clusters Score -132819.3 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -134596.031250 Penalty: 745.271729 Iteration 1F: 3 clusters Score -134596 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -135320.390625 Penalty: 745.271729 Iteration 2F: 3 clusters Score -135320.4 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -136149.328125 Penalty: 745.271729 Iteration 3F: 3 clusters Score -136149.3 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -137192.781250 Penalty: 745.271729 Iteration 4F: 3 clusters Score -137192.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -137739.468750 Penalty: 745.271729 Iteration 5F: 3 clusters Score -137739.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -137994.828125 Penalty: 745.271729 Iteration 6Q: 3 clusters Score -137994.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -138222.125000 Penalty: 745.271729 Iteration 7Q: 3 clusters Score -138222.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -138381.640625 Penalty: 745.271729 Iteration 8Q: 3 clusters Score -138381.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -138460.296875 Penalty: 745.271729 Iteration 9Q: 3 clusters Score -138460.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -138475.296875 Penalty: 745.271729 Iteration 10Q: 3 clusters Score -138475.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -138480.312500 Penalty: 745.271729 Iteration 11Q: 3 clusters Score -138480.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -138482.796875 Penalty: 745.271729 Iteration 12Q: 3 clusters Score -138482.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -138484.203125 Penalty: 745.271729 Iteration 13Q: 3 clusters Score -138484.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -138484.593750 Penalty: 745.271729 Iteration 14Q: 3 clusters Score -138484.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -138484.234375 Penalty: 745.271729 Iteration 15Q: 3 clusters Score -138484.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -138484.234375 Penalty: 745.271729 Iteration 16F: 3 clusters Score -138484.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 8557 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Mstep: Class 26 contains 36520 members Mstep: Class 27 contains 1218 members Entering Unmasked Estep Score: -14404481.000000 Penalty: 15828.126953 Splitting cluster 13 changes total score from -14357242.000000 to -14404481.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 14 (36917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36917 members Entering Unmasked Estep Score: -1440881.125000 Penalty: 478.497437 Iteration 0F: 2 clusters Score -1440881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18400 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -1416121.125000 Penalty: 956.994873 Iteration 0F: 3 clusters Score -1416121 nChanged 17829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17993 members Mstep: Class 2 contains 18924 members Entering Unmasked Estep Score: -1427337.125000 Penalty: 956.994873 Iteration 1F: 3 clusters Score -1427337 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17719 members Mstep: Class 2 contains 19198 members Entering Unmasked Estep Score: -1428057.875000 Penalty: 956.994873 Iteration 2Q: 3 clusters Score -1428058 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17317 members Mstep: Class 2 contains 19600 members Entering Unmasked Estep Score: -1429032.250000 Penalty: 956.994873 Iteration 3Q: 3 clusters Score -1429032 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 20180 members Entering Unmasked Estep Score: -1430464.000000 Penalty: 956.994873 Iteration 4F: 3 clusters Score -1430464 nChanged 2309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 20813 members Entering Unmasked Estep Score: -1432261.375000 Penalty: 956.994873 Iteration 5F: 3 clusters Score -1432261 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 21377 members Entering Unmasked Estep Score: -1433933.375000 Penalty: 956.994873 Iteration 6F: 3 clusters Score -1433933 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15116 members Mstep: Class 2 contains 21801 members Entering Unmasked Estep Score: -1435111.375000 Penalty: 956.994873 Iteration 7F: 3 clusters Score -1435111 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14764 members Mstep: Class 2 contains 22153 members Entering Unmasked Estep Score: -1435708.250000 Penalty: 956.994873 Iteration 8Q: 3 clusters Score -1435708 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 22478 members Entering Unmasked Estep Score: -1436009.250000 Penalty: 956.994873 Iteration 9Q: 3 clusters Score -1436009 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -1436186.500000 Penalty: 956.994873 Iteration 10Q: 3 clusters Score -1436186 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 23246 members Entering Unmasked Estep Score: -1436328.875000 Penalty: 956.994873 Iteration 11Q: 3 clusters Score -1436329 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -1436455.500000 Penalty: 956.994873 Iteration 12Q: 3 clusters Score -1436456 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 24076 members Entering Unmasked Estep Score: -1436563.625000 Penalty: 956.994873 Iteration 13Q: 3 clusters Score -1436564 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 24502 members Entering Unmasked Estep Score: -1436693.500000 Penalty: 956.994873 Iteration 14Q: 3 clusters Score -1436694 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 24967 members Entering Unmasked Estep Score: -1436833.250000 Penalty: 956.994873 Iteration 15Q: 3 clusters Score -1436833 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 25452 members Entering Unmasked Estep Score: -1436974.750000 Penalty: 956.994873 Iteration 16Q: 3 clusters Score -1436975 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 25954 members Entering Unmasked Estep Score: -1437110.625000 Penalty: 956.994873 Iteration 17Q: 3 clusters Score -1437111 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 26446 members Entering Unmasked Estep Score: -1437264.625000 Penalty: 956.994873 Iteration 18Q: 3 clusters Score -1437265 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 26958 members Entering Unmasked Estep Score: -1437425.250000 Penalty: 956.994873 Iteration 19Q: 3 clusters Score -1437425 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 27457 members Entering Unmasked Estep Score: -1437586.000000 Penalty: 956.994873 Iteration 20F: 3 clusters Score -1437586 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 27974 members Entering Unmasked Estep Score: -1437760.625000 Penalty: 956.994873 Iteration 21Q: 3 clusters Score -1437761 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 28527 members Entering Unmasked Estep Score: -1437954.125000 Penalty: 956.994873 Iteration 22Q: 3 clusters Score -1437954 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 29056 members Entering Unmasked Estep Score: -1438139.375000 Penalty: 956.994873 Iteration 23Q: 3 clusters Score -1438139 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 29571 members Entering Unmasked Estep Score: -1438322.125000 Penalty: 956.994873 Iteration 24Q: 3 clusters Score -1438322 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 30116 members Entering Unmasked Estep Score: -1438522.000000 Penalty: 956.994873 Iteration 25Q: 3 clusters Score -1438522 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 30638 members Entering Unmasked Estep Score: -1438711.000000 Penalty: 956.994873 Iteration 26Q: 3 clusters Score -1438711 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 31133 members Entering Unmasked Estep Score: -1438900.750000 Penalty: 956.994873 Iteration 27Q: 3 clusters Score -1438901 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 31601 members Entering Unmasked Estep Score: -1439067.750000 Penalty: 956.994873 Iteration 28Q: 3 clusters Score -1439068 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 32021 members Entering Unmasked Estep Score: -1439199.125000 Penalty: 956.994873 Iteration 29Q: 3 clusters Score -1439199 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 32410 members Entering Unmasked Estep Score: -1439323.500000 Penalty: 956.994873 Iteration 30Q: 3 clusters Score -1439324 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 32805 members Entering Unmasked Estep Score: -1439457.250000 Penalty: 956.994873 Iteration 31Q: 3 clusters Score -1439457 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 33176 members Entering Unmasked Estep Score: -1439588.000000 Penalty: 956.994873 Iteration 32Q: 3 clusters Score -1439588 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 33513 members Entering Unmasked Estep Score: -1439706.875000 Penalty: 956.994873 Iteration 33Q: 3 clusters Score -1439707 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 33795 members Entering Unmasked Estep Score: -1439808.875000 Penalty: 956.994873 Iteration 34Q: 3 clusters Score -1439809 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 34039 members Entering Unmasked Estep Score: -1439899.875000 Penalty: 956.994873 Iteration 35Q: 3 clusters Score -1439900 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 34244 members Entering Unmasked Estep Score: -1439968.750000 Penalty: 956.994873 Iteration 36Q: 3 clusters Score -1439969 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 34431 members Entering Unmasked Estep Score: -1440035.625000 Penalty: 956.994873 Iteration 37Q: 3 clusters Score -1440036 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 34606 members Entering Unmasked Estep Score: -1440080.000000 Penalty: 956.994873 Iteration 38Q: 3 clusters Score -1440080 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 34758 members Entering Unmasked Estep Score: -1440125.500000 Penalty: 956.994873 Iteration 39Q: 3 clusters Score -1440126 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 34900 members Entering Unmasked Estep Score: -1440180.500000 Penalty: 956.994873 Iteration 40F: 3 clusters Score -1440180 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 35031 members Entering Unmasked Estep Score: -1440231.875000 Penalty: 956.994873 Iteration 41Q: 3 clusters Score -1440232 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 35147 members Entering Unmasked Estep Score: -1440276.875000 Penalty: 956.994873 Iteration 42Q: 3 clusters Score -1440277 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 35257 members Entering Unmasked Estep Score: -1440317.500000 Penalty: 956.994873 Iteration 43Q: 3 clusters Score -1440318 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 35358 members Entering Unmasked Estep Score: -1440368.125000 Penalty: 956.994873 Iteration 44Q: 3 clusters Score -1440368 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 35462 members Entering Unmasked Estep Score: -1440421.375000 Penalty: 956.994873 Iteration 45Q: 3 clusters Score -1440421 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 35538 members Entering Unmasked Estep Score: -1440445.375000 Penalty: 956.994873 Iteration 46Q: 3 clusters Score -1440445 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 35600 members Entering Unmasked Estep Score: -1440468.750000 Penalty: 956.994873 Iteration 47Q: 3 clusters Score -1440469 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 35666 members Entering Unmasked Estep Score: -1440491.500000 Penalty: 956.994873 Iteration 48Q: 3 clusters Score -1440492 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 35725 members Entering Unmasked Estep Score: -1440501.875000 Penalty: 956.994873 Iteration 49Q: 3 clusters Score -1440502 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 35775 members Entering Unmasked Estep Score: -1440512.625000 Penalty: 956.994873 Iteration 50Q: 3 clusters Score -1440513 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 35825 members Entering Unmasked Estep Score: -1440521.375000 Penalty: 956.994873 Iteration 51Q: 3 clusters Score -1440521 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 35868 members Entering Unmasked Estep Score: -1440531.375000 Penalty: 956.994873 Iteration 52Q: 3 clusters Score -1440531 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 35912 members Entering Unmasked Estep Score: -1440533.500000 Penalty: 956.994873 Iteration 53Q: 3 clusters Score -1440534 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 35937 members Entering Unmasked Estep Score: -1440538.875000 Penalty: 956.994873 Iteration 54Q: 3 clusters Score -1440539 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 35955 members Entering Unmasked Estep Score: -1440543.625000 Penalty: 956.994873 Iteration 55Q: 3 clusters Score -1440544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 35966 members Entering Unmasked Estep Score: -1440544.625000 Penalty: 956.994873 Iteration 56Q: 3 clusters Score -1440545 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 35977 members Entering Unmasked Estep Score: -1440545.000000 Penalty: 956.994873 Iteration 57Q: 3 clusters Score -1440545 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 35988 members Entering Unmasked Estep Score: -1440545.000000 Penalty: 956.994873 Iteration 58Q: 3 clusters Score -1440545 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 36001 members Entering Unmasked Estep Score: -1440544.000000 Penalty: 956.994873 Iteration 59Q: 3 clusters Score -1440544 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 36008 members Entering Unmasked Estep Score: -1440546.000000 Penalty: 956.994873 Iteration 60F: 3 clusters Score -1440546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 36012 members Entering Unmasked Estep Score: -1440545.000000 Penalty: 956.994873 Iteration 61Q: 3 clusters Score -1440545 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 36019 members Entering Unmasked Estep Score: -1440547.125000 Penalty: 956.994873 Iteration 62Q: 3 clusters Score -1440547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 36026 members Entering Unmasked Estep Score: -1440549.000000 Penalty: 956.994873 Iteration 63Q: 3 clusters Score -1440549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 36031 members Entering Unmasked Estep Score: -1440550.375000 Penalty: 956.994873 Iteration 64Q: 3 clusters Score -1440550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 36034 members Entering Unmasked Estep Score: -1440552.625000 Penalty: 956.994873 Iteration 65Q: 3 clusters Score -1440553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 36040 members Entering Unmasked Estep Score: -1440551.625000 Penalty: 956.994873 Iteration 66Q: 3 clusters Score -1440552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 36046 members Entering Unmasked Estep Score: -1440551.875000 Penalty: 956.994873 Iteration 67Q: 3 clusters Score -1440552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 36053 members Entering Unmasked Estep Score: -1440551.625000 Penalty: 956.994873 Iteration 68Q: 3 clusters Score -1440552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 36056 members Entering Unmasked Estep Score: -1440551.625000 Penalty: 956.994873 Iteration 69Q: 3 clusters Score -1440552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 36058 members Entering Unmasked Estep Score: -1440550.875000 Penalty: 956.994873 Iteration 70Q: 3 clusters Score -1440551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 36060 members Entering Unmasked Estep Score: -1440550.625000 Penalty: 956.994873 Iteration 71Q: 3 clusters Score -1440551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 36063 members Entering Unmasked Estep Score: -1440552.750000 Penalty: 956.994873 Iteration 72Q: 3 clusters Score -1440553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 36065 members Entering Unmasked Estep Score: -1440554.625000 Penalty: 956.994873 Iteration 73Q: 3 clusters Score -1440555 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 36072 members Entering Unmasked Estep Score: -1440554.375000 Penalty: 956.994873 Iteration 74Q: 3 clusters Score -1440554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 36077 members Entering Unmasked Estep Score: -1440555.625000 Penalty: 956.994873 Iteration 75Q: 3 clusters Score -1440556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 36081 members Entering Unmasked Estep Score: -1440556.000000 Penalty: 956.994873 Iteration 76Q: 3 clusters Score -1440556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 36084 members Entering Unmasked Estep Score: -1440556.750000 Penalty: 956.994873 Iteration 77Q: 3 clusters Score -1440557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 36084 members Entering Unmasked Estep Score: -1440556.750000 Penalty: 956.994873 Iteration 78F: 3 clusters Score -1440557 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Entering Unmasked Estep Score: -322480.468750 Penalty: 411.979980 Iteration 0F: 2 clusters Score -322480.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -316853.968750 Penalty: 823.959961 Iteration 0F: 3 clusters Score -316854 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -319382.000000 Penalty: 823.959961 Iteration 1F: 3 clusters Score -319382 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -319712.000000 Penalty: 823.959961 Iteration 2F: 3 clusters Score -319712 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -320102.281250 Penalty: 823.959961 Iteration 3F: 3 clusters Score -320102.3 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -320569.187500 Penalty: 823.959961 Iteration 4F: 3 clusters Score -320569.2 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -321011.843750 Penalty: 823.959961 Iteration 5F: 3 clusters Score -321011.8 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -321303.812500 Penalty: 823.959961 Iteration 6F: 3 clusters Score -321303.8 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -321567.656250 Penalty: 823.959961 Iteration 7Q: 3 clusters Score -321567.7 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -321924.781250 Penalty: 823.959961 Iteration 8Q: 3 clusters Score -321924.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -322441.312500 Penalty: 823.959961 Iteration 9Q: 3 clusters Score -322441.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -323020.062500 Penalty: 823.959961 Iteration 10Q: 3 clusters Score -323020.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -323273.406250 Penalty: 823.959961 Iteration 11Q: 3 clusters Score -323273.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -323411.968750 Penalty: 823.959961 Iteration 12Q: 3 clusters Score -323412 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -323556.218750 Penalty: 823.959961 Iteration 13Q: 3 clusters Score -323556.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -323664.312500 Penalty: 823.959961 Iteration 14Q: 3 clusters Score -323664.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -323727.468750 Penalty: 823.959961 Iteration 15Q: 3 clusters Score -323727.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -323750.843750 Penalty: 823.959961 Iteration 16Q: 3 clusters Score -323750.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -323763.625000 Penalty: 823.959961 Iteration 17Q: 3 clusters Score -323763.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -323770.406250 Penalty: 823.959961 Iteration 18Q: 3 clusters Score -323770.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -323773.218750 Penalty: 823.959961 Iteration 19Q: 3 clusters Score -323773.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -323776.031250 Penalty: 823.959961 Iteration 20F: 3 clusters Score -323776 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -323778.531250 Penalty: 823.959961 Iteration 21Q: 3 clusters Score -323778.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -323779.625000 Penalty: 823.959961 Iteration 22Q: 3 clusters Score -323779.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -323780.875000 Penalty: 823.959961 Iteration 23Q: 3 clusters Score -323780.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -323782.218750 Penalty: 823.959961 Iteration 24Q: 3 clusters Score -323782.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -323783.031250 Penalty: 823.959961 Iteration 25Q: 3 clusters Score -323783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -323782.937500 Penalty: 823.959961 Iteration 26Q: 3 clusters Score -323782.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -323783.312500 Penalty: 823.959961 Iteration 27Q: 3 clusters Score -323783.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -323783.531250 Penalty: 823.959961 Iteration 28Q: 3 clusters Score -323783.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -323783.531250 Penalty: 823.959961 Iteration 29F: 3 clusters Score -323783.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 4549 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Mstep: Class 26 contains 36520 members Mstep: Class 27 contains 1218 members Mstep: Class 28 contains 4008 members Entering Unmasked Estep Score: -14405608.000000 Penalty: 16414.353516 Splitting cluster 15 changes total score from -14357242.000000 to -14405608.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 16 (86461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86461 members Entering Unmasked Estep Score: -3628744.000000 Penalty: 517.218933 Iteration 0F: 2 clusters Score -3628744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43329 members Mstep: Class 2 contains 43132 members Entering Unmasked Estep Score: -3570355.750000 Penalty: 1034.437866 Iteration 0F: 3 clusters Score -3570356 nChanged 42248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45395 members Mstep: Class 2 contains 41066 members Entering Unmasked Estep Score: -3595096.250000 Penalty: 1034.437866 Iteration 1F: 3 clusters Score -3595096 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46652 members Mstep: Class 2 contains 39809 members Entering Unmasked Estep Score: -3596057.250000 Penalty: 1034.437866 Iteration 2Q: 3 clusters Score -3596057 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48496 members Mstep: Class 2 contains 37965 members Entering Unmasked Estep Score: -3597529.750000 Penalty: 1034.437866 Iteration 3Q: 3 clusters Score -3597530 nChanged 4120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51194 members Mstep: Class 2 contains 35267 members Entering Unmasked Estep Score: -3599662.500000 Penalty: 1034.437866 Iteration 4Q: 3 clusters Score -3599662 nChanged 4759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54857 members Mstep: Class 2 contains 31604 members Entering Unmasked Estep Score: -3602775.500000 Penalty: 1034.437866 Iteration 5F: 3 clusters Score -3602776 nChanged 5487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59666 members Mstep: Class 2 contains 26795 members Entering Unmasked Estep Score: -3606995.500000 Penalty: 1034.437866 Iteration 6F: 3 clusters Score -3606996 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65265 members Mstep: Class 2 contains 21196 members Entering Unmasked Estep Score: -3611920.750000 Penalty: 1034.437866 Iteration 7F: 3 clusters Score -3611921 nChanged 5579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70704 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -3616449.250000 Penalty: 1034.437866 Iteration 8F: 3 clusters Score -3616449 nChanged 4779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75451 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -3620246.500000 Penalty: 1034.437866 Iteration 9F: 3 clusters Score -3620246 nChanged 3785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79220 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -3623199.250000 Penalty: 1034.437866 Iteration 10Q: 3 clusters Score -3623199 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81966 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -3625284.500000 Penalty: 1034.437866 Iteration 11Q: 3 clusters Score -3625284 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83785 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -3626650.250000 Penalty: 1034.437866 Iteration 12Q: 3 clusters Score -3626650 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84867 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3627420.250000 Penalty: 1034.437866 Iteration 13Q: 3 clusters Score -3627420 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85476 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -3627800.500000 Penalty: 1034.437866 Iteration 14Q: 3 clusters Score -3627800 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85817 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -3628020.250000 Penalty: 1034.437866 Iteration 15Q: 3 clusters Score -3628020 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86002 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -3628164.750000 Penalty: 1034.437866 Iteration 16Q: 3 clusters Score -3628165 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86108 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -3628240.000000 Penalty: 1034.437866 Iteration 17Q: 3 clusters Score -3628240 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86167 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -3628273.500000 Penalty: 1034.437866 Iteration 18Q: 3 clusters Score -3628274 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86202 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -3628302.000000 Penalty: 1034.437866 Iteration 19Q: 3 clusters Score -3628302 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86223 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -3628318.250000 Penalty: 1034.437866 Iteration 20F: 3 clusters Score -3628318 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86239 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -3628328.000000 Penalty: 1034.437866 Iteration 21Q: 3 clusters Score -3628328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86251 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -3628337.500000 Penalty: 1034.437866 Iteration 22Q: 3 clusters Score -3628338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86259 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -3628333.750000 Penalty: 1034.437866 Iteration 23Q: 3 clusters Score -3628334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86263 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -3628337.750000 Penalty: 1034.437866 Iteration 24Q: 3 clusters Score -3628338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86267 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -3628341.750000 Penalty: 1034.437866 Iteration 25Q: 3 clusters Score -3628342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86269 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -3628341.250000 Penalty: 1034.437866 Iteration 26Q: 3 clusters Score -3628341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86269 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -3628341.250000 Penalty: 1034.437866 Iteration 27F: 3 clusters Score -3628341 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Entering Unmasked Estep Score: -196242.750000 Penalty: 400.192108 Iteration 0F: 2 clusters Score -196242.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -191896.890625 Penalty: 800.384216 Iteration 0F: 3 clusters Score -191896.9 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -194759.468750 Penalty: 800.384216 Iteration 1F: 3 clusters Score -194759.5 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -195614.218750 Penalty: 800.384216 Iteration 2F: 3 clusters Score -195614.2 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -196289.906250 Penalty: 800.384216 Iteration 3F: 3 clusters Score -196289.9 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -197117.468750 Penalty: 800.384216 Iteration 4F: 3 clusters Score -197117.5 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -197736.437500 Penalty: 800.384216 Iteration 5F: 3 clusters Score -197736.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -198042.687500 Penalty: 800.384216 Iteration 6Q: 3 clusters Score -198042.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -198298.687500 Penalty: 800.384216 Iteration 7Q: 3 clusters Score -198298.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -198523.093750 Penalty: 800.384216 Iteration 8Q: 3 clusters Score -198523.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -198642.250000 Penalty: 800.384216 Iteration 9Q: 3 clusters Score -198642.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -198680.750000 Penalty: 800.384216 Iteration 10Q: 3 clusters Score -198680.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -198696.281250 Penalty: 800.384216 Iteration 11Q: 3 clusters Score -198696.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -198704.765625 Penalty: 800.384216 Iteration 12Q: 3 clusters Score -198704.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -198710.875000 Penalty: 800.384216 Iteration 13Q: 3 clusters Score -198710.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -198712.890625 Penalty: 800.384216 Iteration 14Q: 3 clusters Score -198712.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -198713.843750 Penalty: 800.384216 Iteration 15Q: 3 clusters Score -198713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -198714.281250 Penalty: 800.384216 Iteration 16Q: 3 clusters Score -198714.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -198713.375000 Penalty: 800.384216 Iteration 17Q: 3 clusters Score -198713.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -198713.375000 Penalty: 800.384216 Iteration 18F: 3 clusters Score -198713.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 4549 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Mstep: Class 26 contains 36520 members Mstep: Class 27 contains 1218 members Mstep: Class 28 contains 4008 members Mstep: Class 29 contains 4202 members Entering Unmasked Estep Score: -14407896.000000 Penalty: 17000.582031 Splitting cluster 17 changes total score from -14357242.000000 to -14407896.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 19 (4386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Entering Unmasked Estep Score: -168693.734375 Penalty: 381.570892 Iteration 0F: 2 clusters Score -168693.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -165709.328125 Penalty: 763.141785 Iteration 0F: 3 clusters Score -165709.3 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -166875.062500 Penalty: 763.141785 Iteration 1F: 3 clusters Score -166875.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -167109.078125 Penalty: 763.141785 Iteration 2F: 3 clusters Score -167109.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -167354.687500 Penalty: 763.141785 Iteration 3F: 3 clusters Score -167354.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -167609.687500 Penalty: 763.141785 Iteration 4F: 3 clusters Score -167609.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -167858.109375 Penalty: 763.141785 Iteration 5F: 3 clusters Score -167858.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -168097.656250 Penalty: 763.141785 Iteration 6F: 3 clusters Score -168097.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -168339.468750 Penalty: 763.141785 Iteration 7F: 3 clusters Score -168339.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -168528.265625 Penalty: 763.141785 Iteration 8Q: 3 clusters Score -168528.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -168611.937500 Penalty: 763.141785 Iteration 9Q: 3 clusters Score -168611.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -168648.703125 Penalty: 763.141785 Iteration 10Q: 3 clusters Score -168648.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -168672.437500 Penalty: 763.141785 Iteration 11Q: 3 clusters Score -168672.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -168694.203125 Penalty: 763.141785 Iteration 12Q: 3 clusters Score -168694.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -168707.281250 Penalty: 763.141785 Iteration 13Q: 3 clusters Score -168707.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -168718.781250 Penalty: 763.141785 Iteration 14Q: 3 clusters Score -168718.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -168722.671875 Penalty: 763.141785 Iteration 15Q: 3 clusters Score -168722.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -168725.625000 Penalty: 763.141785 Iteration 16Q: 3 clusters Score -168725.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -168727.812500 Penalty: 763.141785 Iteration 17Q: 3 clusters Score -168727.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -168730.328125 Penalty: 763.141785 Iteration 18Q: 3 clusters Score -168730.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -168733.078125 Penalty: 763.141785 Iteration 19Q: 3 clusters Score -168733.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -168734.468750 Penalty: 763.141785 Iteration 20F: 3 clusters Score -168734.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -168735.421875 Penalty: 763.141785 Iteration 21Q: 3 clusters Score -168735.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -168735.546875 Penalty: 763.141785 Iteration 22Q: 3 clusters Score -168735.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -168735.984375 Penalty: 763.141785 Iteration 23Q: 3 clusters Score -168736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -168737.203125 Penalty: 763.141785 Iteration 24Q: 3 clusters Score -168737.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -168737.531250 Penalty: 763.141785 Iteration 25Q: 3 clusters Score -168737.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -168737.375000 Penalty: 763.141785 Iteration 26Q: 3 clusters Score -168737.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -168738.171875 Penalty: 763.141785 Iteration 27Q: 3 clusters Score -168738.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -168738.140625 Penalty: 763.141785 Iteration 28Q: 3 clusters Score -168738.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -168738.140625 Penalty: 763.141785 Iteration 29F: 3 clusters Score -168738.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 11 contains 21944 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 4549 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7485 members Mstep: Class 19 contains 4206 members Mstep: Class 20 contains 4540 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 739 members Mstep: Class 23 contains 980 members Mstep: Class 24 contains 26448 members Mstep: Class 25 contains 10527 members Mstep: Class 26 contains 36520 members Mstep: Class 27 contains 1218 members Mstep: Class 28 contains 4008 members Mstep: Class 29 contains 4202 members Mstep: Class 30 contains 180 members Entering Unmasked Estep Score: -14407740.000000 Penalty: 17586.808594 Splitting cluster 19 changes total score from -14357242.000000 to -14407740.000000 So it's getting split into cluster 30. Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65632 members Mstep: Class 2 contains 8244 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14174 members Mstep: Class 6 contains 4646 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 8107 members Mstep: Class 9 contains 17387 members Mstep: Class 10 contains 13245 members Mstep: Class 12 contains 1713 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 36917 members Mstep: Class 15 contains 4549 members Mstep: Class 16 contains 86461 members Mstep: Class 17 contains 2402 members Mstep: Class 19 contains 4206 members Entering Unmasked Estep ConsiderDeletion Score: -14416886.000000 Penalty: 17586.808594 Iteration 39Q: 31 clusters Score -1.441689e+07 nChanged 12157 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 65836 members Mstep: Class 2 contains 8583 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 1972 members Mstep: Class 5 contains 14396 members Mstep: Class 6 contains 4671 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 8341 members Mstep: Class 9 contains 17376 members Mstep: Class 10 contains 13571 members Mstep: Class 11 contains 21743 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 2414 members Mstep: Class 14 contains 36965 members Mstep: Class 15 contains 4442 members Mstep: Class 16 contains 87711 members Mstep: Class 17 contains 2558 members Mstep: Class 18 contains 7421 members Mstep: Class 19 contains 4206 members Mstep: Class 20 contains 4520 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 730 members Mstep: Class 23 contains 926 members Mstep: Class 24 contains 26204 members Mstep: Class 25 contains 10196 members Mstep: Class 26 contains 35238 members Mstep: Class 27 contains 1192 members Mstep: Class 28 contains 3219 members Mstep: Class 29 contains 4442 members Mstep: Class 30 contains 181 members Entering Unmasked Estep ConsiderDeletion Score: -14424667.000000 Penalty: 17586.808594 Iteration 40F: 31 clusters Score -1.442467e+07 nChanged 9237 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 64884 members Mstep: Class 2 contains 8632 members Mstep: Class 3 contains 933 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 14523 members Mstep: Class 6 contains 4385 members Mstep: Class 7 contains 1699 members Mstep: Class 8 contains 8443 members Mstep: Class 9 contains 16850 members Mstep: Class 10 contains 13475 members Mstep: Class 11 contains 22065 members Mstep: Class 12 contains 1957 members Mstep: Class 13 contains 2414 members Mstep: Class 14 contains 36916 members Mstep: Class 15 contains 4323 members Mstep: Class 16 contains 88323 members Mstep: Class 17 contains 2499 members Mstep: Class 18 contains 7440 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4633 members Mstep: Class 21 contains 296 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 933 members Mstep: Class 24 contains 26418 members Mstep: Class 25 contains 10153 members Mstep: Class 26 contains 34938 members Mstep: Class 27 contains 1205 members Mstep: Class 28 contains 2918 members Mstep: Class 29 contains 5532 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14427874.000000 Penalty: 17586.808594 Iteration 41Q: 31 clusters Score -1.442787e+07 nChanged 5535 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 64188 members Mstep: Class 2 contains 8627 members Mstep: Class 3 contains 872 members Mstep: Class 4 contains 2005 members Mstep: Class 5 contains 14689 members Mstep: Class 6 contains 4126 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 8543 members Mstep: Class 9 contains 16415 members Mstep: Class 10 contains 13393 members Mstep: Class 11 contains 22386 members Mstep: Class 12 contains 2095 members Mstep: Class 13 contains 2416 members Mstep: Class 14 contains 36888 members Mstep: Class 15 contains 4280 members Mstep: Class 16 contains 88810 members Mstep: Class 17 contains 2487 members Mstep: Class 18 contains 7455 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4690 members Mstep: Class 21 contains 282 members Mstep: Class 22 contains 752 members Mstep: Class 23 contains 939 members Mstep: Class 24 contains 26598 members Mstep: Class 25 contains 10113 members Mstep: Class 26 contains 34540 members Mstep: Class 27 contains 1207 members Mstep: Class 28 contains 2700 members Mstep: Class 29 contains 6329 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14429437.000000 Penalty: 17586.808594 Iteration 42Q: 31 clusters Score -1.442944e+07 nChanged 4391 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 63640 members Mstep: Class 2 contains 8624 members Mstep: Class 3 contains 785 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 14889 members Mstep: Class 6 contains 3900 members Mstep: Class 7 contains 1713 members Mstep: Class 8 contains 8624 members Mstep: Class 9 contains 16030 members Mstep: Class 10 contains 13322 members Mstep: Class 11 contains 22781 members Mstep: Class 12 contains 2289 members Mstep: Class 13 contains 2417 members Mstep: Class 14 contains 36868 members Mstep: Class 15 contains 4281 members Mstep: Class 16 contains 89120 members Mstep: Class 17 contains 2487 members Mstep: Class 18 contains 7459 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4761 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 759 members Mstep: Class 23 contains 938 members Mstep: Class 24 contains 26763 members Mstep: Class 25 contains 10041 members Mstep: Class 26 contains 34068 members Mstep: Class 27 contains 1213 members Mstep: Class 28 contains 2552 members Mstep: Class 29 contains 6919 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14430653.000000 Penalty: 17586.808594 Iteration 43Q: 31 clusters Score -1.443065e+07 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 63292 members Mstep: Class 2 contains 8616 members Mstep: Class 3 contains 700 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15085 members Mstep: Class 6 contains 3721 members Mstep: Class 7 contains 1721 members Mstep: Class 8 contains 8697 members Mstep: Class 9 contains 15626 members Mstep: Class 10 contains 13263 members Mstep: Class 11 contains 23198 members Mstep: Class 12 contains 2503 members Mstep: Class 13 contains 2418 members Mstep: Class 14 contains 36864 members Mstep: Class 15 contains 4305 members Mstep: Class 16 contains 89332 members Mstep: Class 17 contains 2494 members Mstep: Class 18 contains 7459 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4784 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 761 members Mstep: Class 23 contains 930 members Mstep: Class 24 contains 26890 members Mstep: Class 25 contains 9964 members Mstep: Class 26 contains 33603 members Mstep: Class 27 contains 1216 members Mstep: Class 28 contains 2447 members Mstep: Class 29 contains 7354 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14431736.000000 Penalty: 17586.808594 Iteration 44Q: 31 clusters Score -1.443174e+07 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 63021 members Mstep: Class 2 contains 8598 members Mstep: Class 3 contains 632 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15235 members Mstep: Class 6 contains 3551 members Mstep: Class 7 contains 1723 members Mstep: Class 8 contains 8766 members Mstep: Class 9 contains 15272 members Mstep: Class 10 contains 13223 members Mstep: Class 11 contains 23610 members Mstep: Class 12 contains 2754 members Mstep: Class 13 contains 2418 members Mstep: Class 14 contains 36856 members Mstep: Class 15 contains 4365 members Mstep: Class 16 contains 89491 members Mstep: Class 17 contains 2506 members Mstep: Class 18 contains 7456 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4781 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 762 members Mstep: Class 23 contains 925 members Mstep: Class 24 contains 27004 members Mstep: Class 25 contains 9859 members Mstep: Class 26 contains 33162 members Mstep: Class 27 contains 1218 members Mstep: Class 28 contains 2361 members Mstep: Class 29 contains 7694 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14432485.000000 Penalty: 17586.808594 Iteration 45Q: 31 clusters Score -1.443248e+07 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 62812 members Mstep: Class 2 contains 8589 members Mstep: Class 3 contains 586 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15370 members Mstep: Class 6 contains 3389 members Mstep: Class 7 contains 1724 members Mstep: Class 8 contains 8831 members Mstep: Class 9 contains 14963 members Mstep: Class 10 contains 13199 members Mstep: Class 11 contains 24052 members Mstep: Class 12 contains 3003 members Mstep: Class 13 contains 2419 members Mstep: Class 14 contains 36853 members Mstep: Class 15 contains 4450 members Mstep: Class 16 contains 89609 members Mstep: Class 17 contains 2512 members Mstep: Class 18 contains 7453 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4746 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 763 members Mstep: Class 23 contains 923 members Mstep: Class 24 contains 27107 members Mstep: Class 25 contains 9746 members Mstep: Class 26 contains 32724 members Mstep: Class 27 contains 1218 members Mstep: Class 28 contains 2262 members Mstep: Class 29 contains 7941 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14433179.000000 Penalty: 17586.808594 Iteration 46Q: 31 clusters Score -1.443318e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 62642 members Mstep: Class 2 contains 8593 members Mstep: Class 3 contains 542 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15491 members Mstep: Class 6 contains 3249 members Mstep: Class 7 contains 1734 members Mstep: Class 8 contains 8890 members Mstep: Class 9 contains 14693 members Mstep: Class 10 contains 13187 members Mstep: Class 11 contains 24476 members Mstep: Class 12 contains 3202 members Mstep: Class 13 contains 2419 members Mstep: Class 14 contains 36849 members Mstep: Class 15 contains 4533 members Mstep: Class 16 contains 89688 members Mstep: Class 17 contains 2519 members Mstep: Class 18 contains 7448 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4717 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 770 members Mstep: Class 23 contains 915 members Mstep: Class 24 contains 27188 members Mstep: Class 25 contains 9623 members Mstep: Class 26 contains 32332 members Mstep: Class 27 contains 1219 members Mstep: Class 28 contains 2192 members Mstep: Class 29 contains 8133 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14433770.000000 Penalty: 17586.808594 Iteration 47Q: 31 clusters Score -1.443377e+07 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 62573 members Mstep: Class 2 contains 8602 members Mstep: Class 3 contains 512 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15553 members Mstep: Class 6 contains 3141 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8943 members Mstep: Class 9 contains 14472 members Mstep: Class 10 contains 13171 members Mstep: Class 11 contains 24874 members Mstep: Class 12 contains 3395 members Mstep: Class 13 contains 2419 members Mstep: Class 14 contains 36844 members Mstep: Class 15 contains 4614 members Mstep: Class 16 contains 89733 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 7438 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4687 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 779 members Mstep: Class 23 contains 917 members Mstep: Class 24 contains 27237 members Mstep: Class 25 contains 9503 members Mstep: Class 26 contains 31925 members Mstep: Class 27 contains 1219 members Mstep: Class 28 contains 2151 members Mstep: Class 29 contains 8269 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14434252.000000 Penalty: 17586.808594 Iteration 48Q: 31 clusters Score -1.443425e+07 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 62533 members Mstep: Class 2 contains 8612 members Mstep: Class 3 contains 500 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15629 members Mstep: Class 6 contains 3054 members Mstep: Class 7 contains 1743 members Mstep: Class 8 contains 8983 members Mstep: Class 9 contains 14262 members Mstep: Class 10 contains 13141 members Mstep: Class 11 contains 25288 members Mstep: Class 12 contains 3582 members Mstep: Class 13 contains 2419 members Mstep: Class 14 contains 36842 members Mstep: Class 15 contains 4684 members Mstep: Class 16 contains 89761 members Mstep: Class 17 contains 2546 members Mstep: Class 18 contains 7435 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4662 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 787 members Mstep: Class 23 contains 916 members Mstep: Class 24 contains 27272 members Mstep: Class 25 contains 9375 members Mstep: Class 26 contains 31534 members Mstep: Class 27 contains 1219 members Mstep: Class 28 contains 2096 members Mstep: Class 29 contains 8369 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14434601.000000 Penalty: 17586.808594 Iteration 49Q: 31 clusters Score -1.44346e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 62495 members Mstep: Class 2 contains 8620 members Mstep: Class 3 contains 494 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15676 members Mstep: Class 6 contains 2974 members Mstep: Class 7 contains 1744 members Mstep: Class 8 contains 9029 members Mstep: Class 9 contains 14082 members Mstep: Class 10 contains 13122 members Mstep: Class 11 contains 25710 members Mstep: Class 12 contains 3727 members Mstep: Class 13 contains 2419 members Mstep: Class 14 contains 36841 members Mstep: Class 15 contains 4757 members Mstep: Class 16 contains 89752 members Mstep: Class 17 contains 2558 members Mstep: Class 18 contains 7431 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4646 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 793 members Mstep: Class 23 contains 915 members Mstep: Class 24 contains 27295 members Mstep: Class 25 contains 9254 members Mstep: Class 26 contains 31220 members Mstep: Class 27 contains 1220 members Mstep: Class 28 contains 2030 members Mstep: Class 29 contains 8440 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14435036.000000 Penalty: 17586.808594 Iteration 50Q: 31 clusters Score -1.443504e+07 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62500 members Mstep: Class 2 contains 8622 members Mstep: Class 3 contains 492 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15708 members Mstep: Class 6 contains 2919 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 9063 members Mstep: Class 9 contains 13836 members Mstep: Class 10 contains 13098 members Mstep: Class 11 contains 26193 members Mstep: Class 12 contains 3848 members Mstep: Class 13 contains 2418 members Mstep: Class 14 contains 36843 members Mstep: Class 15 contains 4810 members Mstep: Class 16 contains 89722 members Mstep: Class 17 contains 2572 members Mstep: Class 18 contains 7428 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4631 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 801 members Mstep: Class 23 contains 915 members Mstep: Class 24 contains 27314 members Mstep: Class 25 contains 9154 members Mstep: Class 26 contains 30925 members Mstep: Class 27 contains 1220 members Mstep: Class 28 contains 1963 members Mstep: Class 29 contains 8504 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14435483.000000 Penalty: 17586.808594 Iteration 51Q: 31 clusters Score -1.443548e+07 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62501 members Mstep: Class 2 contains 8637 members Mstep: Class 3 contains 492 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15745 members Mstep: Class 6 contains 2865 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 9090 members Mstep: Class 9 contains 13545 members Mstep: Class 10 contains 13073 members Mstep: Class 11 contains 26702 members Mstep: Class 12 contains 3966 members Mstep: Class 13 contains 2420 members Mstep: Class 14 contains 36842 members Mstep: Class 15 contains 4854 members Mstep: Class 16 contains 89694 members Mstep: Class 17 contains 2580 members Mstep: Class 18 contains 7428 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4612 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 811 members Mstep: Class 23 contains 914 members Mstep: Class 24 contains 27337 members Mstep: Class 25 contains 9059 members Mstep: Class 26 contains 30637 members Mstep: Class 27 contains 1219 members Mstep: Class 28 contains 1915 members Mstep: Class 29 contains 8560 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14435765.000000 Penalty: 17586.808594 Iteration 52Q: 31 clusters Score -1.443576e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62494 members Mstep: Class 2 contains 8647 members Mstep: Class 3 contains 496 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15769 members Mstep: Class 6 contains 2818 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 9116 members Mstep: Class 9 contains 13258 members Mstep: Class 10 contains 13050 members Mstep: Class 11 contains 27176 members Mstep: Class 12 contains 4059 members Mstep: Class 13 contains 2422 members Mstep: Class 14 contains 36843 members Mstep: Class 15 contains 4906 members Mstep: Class 16 contains 89669 members Mstep: Class 17 contains 2593 members Mstep: Class 18 contains 7427 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4598 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 820 members Mstep: Class 23 contains 906 members Mstep: Class 24 contains 27345 members Mstep: Class 25 contains 8993 members Mstep: Class 26 contains 30398 members Mstep: Class 27 contains 1217 members Mstep: Class 28 contains 1872 members Mstep: Class 29 contains 8602 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14436035.000000 Penalty: 17586.808594 Iteration 53Q: 31 clusters Score -1.443604e+07 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62503 members Mstep: Class 2 contains 8659 members Mstep: Class 3 contains 498 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15797 members Mstep: Class 6 contains 2770 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 9153 members Mstep: Class 9 contains 12977 members Mstep: Class 10 contains 13015 members Mstep: Class 11 contains 27640 members Mstep: Class 12 contains 4138 members Mstep: Class 13 contains 2424 members Mstep: Class 14 contains 36844 members Mstep: Class 15 contains 4943 members Mstep: Class 16 contains 89636 members Mstep: Class 17 contains 2605 members Mstep: Class 18 contains 7425 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4588 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 831 members Mstep: Class 23 contains 900 members Mstep: Class 24 contains 27347 members Mstep: Class 25 contains 8943 members Mstep: Class 26 contains 30180 members Mstep: Class 27 contains 1216 members Mstep: Class 28 contains 1824 members Mstep: Class 29 contains 8631 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14436384.000000 Penalty: 17586.808594 Iteration 54Q: 31 clusters Score -1.443638e+07 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62521 members Mstep: Class 2 contains 8668 members Mstep: Class 3 contains 500 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15820 members Mstep: Class 6 contains 2725 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 9179 members Mstep: Class 9 contains 12683 members Mstep: Class 10 contains 12988 members Mstep: Class 11 contains 28104 members Mstep: Class 12 contains 4224 members Mstep: Class 13 contains 2425 members Mstep: Class 14 contains 36849 members Mstep: Class 15 contains 4986 members Mstep: Class 16 contains 89582 members Mstep: Class 17 contains 2605 members Mstep: Class 18 contains 7424 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4566 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 844 members Mstep: Class 23 contains 898 members Mstep: Class 24 contains 27356 members Mstep: Class 25 contains 8893 members Mstep: Class 26 contains 29981 members Mstep: Class 27 contains 1216 members Mstep: Class 28 contains 1778 members Mstep: Class 29 contains 8671 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14436718.000000 Penalty: 17586.808594 Iteration 55Q: 31 clusters Score -1.443672e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62496 members Mstep: Class 2 contains 8696 members Mstep: Class 3 contains 500 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15843 members Mstep: Class 6 contains 2679 members Mstep: Class 7 contains 1761 members Mstep: Class 8 contains 9199 members Mstep: Class 9 contains 12349 members Mstep: Class 10 contains 12961 members Mstep: Class 11 contains 28591 members Mstep: Class 12 contains 4312 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36850 members Mstep: Class 15 contains 5022 members Mstep: Class 16 contains 89540 members Mstep: Class 17 contains 2615 members Mstep: Class 18 contains 7423 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4538 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 858 members Mstep: Class 23 contains 898 members Mstep: Class 24 contains 27362 members Mstep: Class 25 contains 8846 members Mstep: Class 26 contains 29806 members Mstep: Class 27 contains 1215 members Mstep: Class 28 contains 1751 members Mstep: Class 29 contains 8708 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14436999.000000 Penalty: 17586.808594 Iteration 56Q: 31 clusters Score -1.4437e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62482 members Mstep: Class 2 contains 8720 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15860 members Mstep: Class 6 contains 2638 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 9210 members Mstep: Class 9 contains 12009 members Mstep: Class 10 contains 12943 members Mstep: Class 11 contains 29074 members Mstep: Class 12 contains 4400 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36850 members Mstep: Class 15 contains 5052 members Mstep: Class 16 contains 89503 members Mstep: Class 17 contains 2620 members Mstep: Class 18 contains 7423 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4521 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 881 members Mstep: Class 23 contains 895 members Mstep: Class 24 contains 27361 members Mstep: Class 25 contains 8809 members Mstep: Class 26 contains 29651 members Mstep: Class 27 contains 1213 members Mstep: Class 28 contains 1711 members Mstep: Class 29 contains 8729 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14437247.000000 Penalty: 17586.808594 Iteration 57Q: 31 clusters Score -1.443725e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62503 members Mstep: Class 2 contains 8740 members Mstep: Class 3 contains 502 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15876 members Mstep: Class 6 contains 2608 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 9214 members Mstep: Class 9 contains 11691 members Mstep: Class 10 contains 12934 members Mstep: Class 11 contains 29520 members Mstep: Class 12 contains 4502 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36852 members Mstep: Class 15 contains 5077 members Mstep: Class 16 contains 89470 members Mstep: Class 17 contains 2625 members Mstep: Class 18 contains 7423 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4488 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 904 members Mstep: Class 23 contains 891 members Mstep: Class 24 contains 27364 members Mstep: Class 25 contains 8771 members Mstep: Class 26 contains 29490 members Mstep: Class 27 contains 1210 members Mstep: Class 28 contains 1670 members Mstep: Class 29 contains 8728 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14437531.000000 Penalty: 17586.808594 Iteration 58Q: 31 clusters Score -1.443753e+07 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62520 members Mstep: Class 2 contains 8760 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15890 members Mstep: Class 6 contains 2578 members Mstep: Class 7 contains 1774 members Mstep: Class 8 contains 9222 members Mstep: Class 9 contains 11357 members Mstep: Class 10 contains 12917 members Mstep: Class 11 contains 29951 members Mstep: Class 12 contains 4590 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36854 members Mstep: Class 15 contains 5100 members Mstep: Class 16 contains 89449 members Mstep: Class 17 contains 2628 members Mstep: Class 18 contains 7423 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4464 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 931 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 27365 members Mstep: Class 25 contains 8740 members Mstep: Class 26 contains 29343 members Mstep: Class 27 contains 1206 members Mstep: Class 28 contains 1625 members Mstep: Class 29 contains 8737 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14437648.000000 Penalty: 17586.808594 Iteration 59Q: 31 clusters Score -1.443765e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 62556 members Mstep: Class 2 contains 8785 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15894 members Mstep: Class 6 contains 2548 members Mstep: Class 7 contains 1775 members Mstep: Class 8 contains 9226 members Mstep: Class 9 contains 11072 members Mstep: Class 10 contains 12902 members Mstep: Class 11 contains 30318 members Mstep: Class 12 contains 4652 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36855 members Mstep: Class 15 contains 5130 members Mstep: Class 16 contains 89426 members Mstep: Class 17 contains 2639 members Mstep: Class 18 contains 7422 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4452 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 956 members Mstep: Class 23 contains 886 members Mstep: Class 24 contains 27361 members Mstep: Class 25 contains 8710 members Mstep: Class 26 contains 29201 members Mstep: Class 27 contains 1202 members Mstep: Class 28 contains 1592 members Mstep: Class 29 contains 8744 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14438032.000000 Penalty: 17586.808594 Iteration 60F: 31 clusters Score -1.443803e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 62569 members Mstep: Class 2 contains 8805 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15903 members Mstep: Class 6 contains 2514 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 9234 members Mstep: Class 9 contains 10806 members Mstep: Class 10 contains 12891 members Mstep: Class 11 contains 30686 members Mstep: Class 12 contains 4705 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 36855 members Mstep: Class 15 contains 5154 members Mstep: Class 16 contains 89404 members Mstep: Class 17 contains 2636 members Mstep: Class 18 contains 7420 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4424 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 978 members Mstep: Class 23 contains 899 members Mstep: Class 24 contains 27368 members Mstep: Class 25 contains 8673 members Mstep: Class 26 contains 29067 members Mstep: Class 27 contains 1200 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 8746 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14438379.000000 Penalty: 17586.808594 Iteration 61Q: 31 clusters Score -1.443838e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 62589 members Mstep: Class 2 contains 8818 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15894 members Mstep: Class 6 contains 2471 members Mstep: Class 7 contains 1793 members Mstep: Class 8 contains 9260 members Mstep: Class 9 contains 10554 members Mstep: Class 10 contains 12884 members Mstep: Class 11 contains 31033 members Mstep: Class 12 contains 4784 members Mstep: Class 13 contains 2427 members Mstep: Class 14 contains 36860 members Mstep: Class 15 contains 5171 members Mstep: Class 16 contains 89391 members Mstep: Class 17 contains 2637 members Mstep: Class 18 contains 7418 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4410 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1000 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 27376 members Mstep: Class 25 contains 8629 members Mstep: Class 26 contains 28898 members Mstep: Class 27 contains 1199 members Mstep: Class 28 contains 1548 members Mstep: Class 29 contains 8755 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14438555.000000 Penalty: 17586.808594 Iteration 62Q: 31 clusters Score -1.443856e+07 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62611 members Mstep: Class 2 contains 8834 members Mstep: Class 3 contains 605 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15894 members Mstep: Class 6 contains 2437 members Mstep: Class 7 contains 1806 members Mstep: Class 8 contains 9281 members Mstep: Class 9 contains 10313 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 31350 members Mstep: Class 12 contains 4865 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 36860 members Mstep: Class 15 contains 5184 members Mstep: Class 16 contains 89384 members Mstep: Class 17 contains 2640 members Mstep: Class 18 contains 7415 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4396 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1015 members Mstep: Class 23 contains 870 members Mstep: Class 24 contains 27379 members Mstep: Class 25 contains 8587 members Mstep: Class 26 contains 28733 members Mstep: Class 27 contains 1199 members Mstep: Class 28 contains 1531 members Mstep: Class 29 contains 8769 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14438725.000000 Penalty: 17586.808594 Iteration 63Q: 31 clusters Score -1.443872e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62615 members Mstep: Class 2 contains 8844 members Mstep: Class 3 contains 633 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15893 members Mstep: Class 6 contains 2402 members Mstep: Class 7 contains 1815 members Mstep: Class 8 contains 9297 members Mstep: Class 9 contains 10102 members Mstep: Class 10 contains 12872 members Mstep: Class 11 contains 31649 members Mstep: Class 12 contains 4932 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36860 members Mstep: Class 15 contains 5198 members Mstep: Class 16 contains 89379 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7413 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4387 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1028 members Mstep: Class 23 contains 857 members Mstep: Class 24 contains 27388 members Mstep: Class 25 contains 8528 members Mstep: Class 26 contains 28601 members Mstep: Class 27 contains 1198 members Mstep: Class 28 contains 1512 members Mstep: Class 29 contains 8789 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14438869.000000 Penalty: 17586.808594 Iteration 64Q: 31 clusters Score -1.443887e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62609 members Mstep: Class 2 contains 8856 members Mstep: Class 3 contains 664 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15897 members Mstep: Class 6 contains 2365 members Mstep: Class 7 contains 1824 members Mstep: Class 8 contains 9316 members Mstep: Class 9 contains 9929 members Mstep: Class 10 contains 12864 members Mstep: Class 11 contains 31922 members Mstep: Class 12 contains 4983 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36857 members Mstep: Class 15 contains 5209 members Mstep: Class 16 contains 89376 members Mstep: Class 17 contains 2647 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4379 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1043 members Mstep: Class 23 contains 847 members Mstep: Class 24 contains 27396 members Mstep: Class 25 contains 8473 members Mstep: Class 26 contains 28489 members Mstep: Class 27 contains 1197 members Mstep: Class 28 contains 1481 members Mstep: Class 29 contains 8800 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439021.000000 Penalty: 17586.808594 Iteration 65Q: 31 clusters Score -1.443902e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62587 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 692 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15896 members Mstep: Class 6 contains 2332 members Mstep: Class 7 contains 1826 members Mstep: Class 8 contains 9315 members Mstep: Class 9 contains 9769 members Mstep: Class 10 contains 12854 members Mstep: Class 11 contains 32185 members Mstep: Class 12 contains 5014 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36857 members Mstep: Class 15 contains 5219 members Mstep: Class 16 contains 89375 members Mstep: Class 17 contains 2653 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4380 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1057 members Mstep: Class 23 contains 842 members Mstep: Class 24 contains 27416 members Mstep: Class 25 contains 8432 members Mstep: Class 26 contains 28397 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1455 members Mstep: Class 29 contains 8807 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439194.000000 Penalty: 17586.808594 Iteration 66Q: 31 clusters Score -1.443919e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62572 members Mstep: Class 2 contains 8880 members Mstep: Class 3 contains 716 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 2300 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9311 members Mstep: Class 9 contains 9627 members Mstep: Class 10 contains 12850 members Mstep: Class 11 contains 32411 members Mstep: Class 12 contains 5056 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36857 members Mstep: Class 15 contains 5229 members Mstep: Class 16 contains 89381 members Mstep: Class 17 contains 2660 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4381 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1071 members Mstep: Class 23 contains 839 members Mstep: Class 24 contains 27437 members Mstep: Class 25 contains 8400 members Mstep: Class 26 contains 28295 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1418 members Mstep: Class 29 contains 8823 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439283.000000 Penalty: 17586.808594 Iteration 67Q: 31 clusters Score -1.443928e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62552 members Mstep: Class 2 contains 8888 members Mstep: Class 3 contains 738 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15874 members Mstep: Class 6 contains 2266 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9321 members Mstep: Class 9 contains 9509 members Mstep: Class 10 contains 12846 members Mstep: Class 11 contains 32609 members Mstep: Class 12 contains 5116 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36857 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 89379 members Mstep: Class 17 contains 2659 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4374 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1086 members Mstep: Class 23 contains 838 members Mstep: Class 24 contains 27449 members Mstep: Class 25 contains 8373 members Mstep: Class 26 contains 28204 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1385 members Mstep: Class 29 contains 8841 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439415.000000 Penalty: 17586.808594 Iteration 68Q: 31 clusters Score -1.443942e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62529 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 757 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15864 members Mstep: Class 6 contains 2236 members Mstep: Class 7 contains 1828 members Mstep: Class 8 contains 9326 members Mstep: Class 9 contains 9403 members Mstep: Class 10 contains 12841 members Mstep: Class 11 contains 32796 members Mstep: Class 12 contains 5166 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36857 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 89368 members Mstep: Class 17 contains 2655 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4365 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1099 members Mstep: Class 23 contains 835 members Mstep: Class 24 contains 27463 members Mstep: Class 25 contains 8344 members Mstep: Class 26 contains 28142 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1359 members Mstep: Class 29 contains 8856 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439426.000000 Penalty: 17586.808594 Iteration 69Q: 31 clusters Score -1.443943e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62503 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 774 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15858 members Mstep: Class 6 contains 2220 members Mstep: Class 7 contains 1830 members Mstep: Class 8 contains 9323 members Mstep: Class 9 contains 9293 members Mstep: Class 10 contains 12840 members Mstep: Class 11 contains 32964 members Mstep: Class 12 contains 5199 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5254 members Mstep: Class 16 contains 89361 members Mstep: Class 17 contains 2655 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4362 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1103 members Mstep: Class 23 contains 833 members Mstep: Class 24 contains 27482 members Mstep: Class 25 contains 8325 members Mstep: Class 26 contains 28087 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1342 members Mstep: Class 29 contains 8860 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439475.000000 Penalty: 17586.808594 Iteration 70Q: 31 clusters Score -1.443948e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62477 members Mstep: Class 2 contains 8907 members Mstep: Class 3 contains 792 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15862 members Mstep: Class 6 contains 2200 members Mstep: Class 7 contains 1830 members Mstep: Class 8 contains 9322 members Mstep: Class 9 contains 9204 members Mstep: Class 10 contains 12838 members Mstep: Class 11 contains 33110 members Mstep: Class 12 contains 5235 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36859 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 89357 members Mstep: Class 17 contains 2656 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4354 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1109 members Mstep: Class 23 contains 831 members Mstep: Class 24 contains 27498 members Mstep: Class 25 contains 8297 members Mstep: Class 26 contains 28034 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1326 members Mstep: Class 29 contains 8863 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439508.000000 Penalty: 17586.808594 Iteration 71Q: 31 clusters Score -1.443951e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62453 members Mstep: Class 2 contains 8914 members Mstep: Class 3 contains 801 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15872 members Mstep: Class 6 contains 2171 members Mstep: Class 7 contains 1830 members Mstep: Class 8 contains 9324 members Mstep: Class 9 contains 9120 members Mstep: Class 10 contains 12835 members Mstep: Class 11 contains 33239 members Mstep: Class 12 contains 5277 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36859 members Mstep: Class 15 contains 5277 members Mstep: Class 16 contains 89348 members Mstep: Class 17 contains 2652 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1117 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 27521 members Mstep: Class 25 contains 8281 members Mstep: Class 26 contains 27978 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1313 members Mstep: Class 29 contains 8864 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439539.000000 Penalty: 17586.808594 Iteration 72Q: 31 clusters Score -1.443954e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62419 members Mstep: Class 2 contains 8924 members Mstep: Class 3 contains 812 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15870 members Mstep: Class 6 contains 2147 members Mstep: Class 7 contains 1830 members Mstep: Class 8 contains 9330 members Mstep: Class 9 contains 9052 members Mstep: Class 10 contains 12831 members Mstep: Class 11 contains 33353 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5290 members Mstep: Class 16 contains 89349 members Mstep: Class 17 contains 2651 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4352 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1129 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 27531 members Mstep: Class 25 contains 8267 members Mstep: Class 26 contains 27945 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1297 members Mstep: Class 29 contains 8857 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439542.000000 Penalty: 17586.808594 Iteration 73Q: 31 clusters Score -1.443954e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62383 members Mstep: Class 2 contains 8935 members Mstep: Class 3 contains 818 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15881 members Mstep: Class 6 contains 2131 members Mstep: Class 7 contains 1829 members Mstep: Class 8 contains 9334 members Mstep: Class 9 contains 9001 members Mstep: Class 10 contains 12828 members Mstep: Class 11 contains 33445 members Mstep: Class 12 contains 5332 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5304 members Mstep: Class 16 contains 89341 members Mstep: Class 17 contains 2647 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4360 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1146 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 27530 members Mstep: Class 25 contains 8253 members Mstep: Class 26 contains 27906 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1285 members Mstep: Class 29 contains 8852 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439541.000000 Penalty: 17586.808594 Iteration 74Q: 31 clusters Score -1.443954e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62342 members Mstep: Class 2 contains 8948 members Mstep: Class 3 contains 825 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 1828 members Mstep: Class 8 contains 9334 members Mstep: Class 9 contains 8961 members Mstep: Class 10 contains 12828 members Mstep: Class 11 contains 33506 members Mstep: Class 12 contains 5358 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5311 members Mstep: Class 16 contains 89344 members Mstep: Class 17 contains 2645 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4359 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1159 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 27525 members Mstep: Class 25 contains 8238 members Mstep: Class 26 contains 27874 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1283 members Mstep: Class 29 contains 8862 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439638.000000 Penalty: 17586.808594 Iteration 75Q: 31 clusters Score -1.443964e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62303 members Mstep: Class 2 contains 8958 members Mstep: Class 3 contains 834 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15886 members Mstep: Class 6 contains 2113 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9339 members Mstep: Class 9 contains 8920 members Mstep: Class 10 contains 12830 members Mstep: Class 11 contains 33572 members Mstep: Class 12 contains 5390 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36859 members Mstep: Class 15 contains 5321 members Mstep: Class 16 contains 89344 members Mstep: Class 17 contains 2642 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4355 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1175 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 27522 members Mstep: Class 25 contains 8226 members Mstep: Class 26 contains 27841 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1281 members Mstep: Class 29 contains 8861 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439629.000000 Penalty: 17586.808594 Iteration 76Q: 31 clusters Score -1.443963e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62269 members Mstep: Class 2 contains 8968 members Mstep: Class 3 contains 839 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15881 members Mstep: Class 6 contains 2105 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9349 members Mstep: Class 9 contains 8876 members Mstep: Class 10 contains 12832 members Mstep: Class 11 contains 33642 members Mstep: Class 12 contains 5422 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36859 members Mstep: Class 15 contains 5329 members Mstep: Class 16 contains 89342 members Mstep: Class 17 contains 2639 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4349 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1188 members Mstep: Class 23 contains 829 members Mstep: Class 24 contains 27514 members Mstep: Class 25 contains 8212 members Mstep: Class 26 contains 27816 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1279 members Mstep: Class 29 contains 8863 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439658.000000 Penalty: 17586.808594 Iteration 77Q: 31 clusters Score -1.443966e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 62241 members Mstep: Class 2 contains 8979 members Mstep: Class 3 contains 844 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15881 members Mstep: Class 6 contains 2099 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9354 members Mstep: Class 9 contains 8841 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33696 members Mstep: Class 12 contains 5447 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5338 members Mstep: Class 16 contains 89337 members Mstep: Class 17 contains 2642 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4348 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1198 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27507 members Mstep: Class 25 contains 8201 members Mstep: Class 26 contains 27791 members Mstep: Class 27 contains 1194 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 8867 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14439685.000000 Penalty: 17586.808594 Iteration 78Q: 31 clusters Score -1.443968e+07 nChanged 234 Entering ConstructFrom: Score: -14439685.000000 Penalty: 17586.808594 Entering ConstructFrom: Trying to split cluster 1 (62207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62207 members Entering Unmasked Estep Score: -2422022.250000 Penalty: 502.239166 Iteration 0F: 2 clusters Score -2422022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31262 members Mstep: Class 2 contains 30945 members Entering Unmasked Estep Score: -2379949.500000 Penalty: 1004.478333 Iteration 0F: 3 clusters Score -2379950 nChanged 30376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36912 members Mstep: Class 2 contains 25295 members Entering Unmasked Estep Score: -2399996.250000 Penalty: 1004.478333 Iteration 1F: 3 clusters Score -2399996 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40487 members Mstep: Class 2 contains 21720 members Entering Unmasked Estep Score: -2403129.000000 Penalty: 1004.478333 Iteration 2F: 3 clusters Score -2403129 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44710 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -2407135.000000 Penalty: 1004.478333 Iteration 3F: 3 clusters Score -2407135 nChanged 4893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48759 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -2411152.000000 Penalty: 1004.478333 Iteration 4F: 3 clusters Score -2411152 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52263 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -2414630.500000 Penalty: 1004.478333 Iteration 5F: 3 clusters Score -2414630 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54983 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -2417348.250000 Penalty: 1004.478333 Iteration 6Q: 3 clusters Score -2417348 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56787 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -2419370.500000 Penalty: 1004.478333 Iteration 7Q: 3 clusters Score -2419370 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57759 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -2420909.000000 Penalty: 1004.478333 Iteration 8Q: 3 clusters Score -2420909 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58150 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -2421791.750000 Penalty: 1004.478333 Iteration 9Q: 3 clusters Score -2421792 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58341 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -2422242.250000 Penalty: 1004.478333 Iteration 10Q: 3 clusters Score -2422242 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58497 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -2422513.250000 Penalty: 1004.478333 Iteration 11Q: 3 clusters Score -2422513 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58640 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -2422727.250000 Penalty: 1004.478333 Iteration 12Q: 3 clusters Score -2422727 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58763 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -2422930.750000 Penalty: 1004.478333 Iteration 13Q: 3 clusters Score -2422931 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58871 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -2423072.250000 Penalty: 1004.478333 Iteration 14Q: 3 clusters Score -2423072 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58971 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -2423217.500000 Penalty: 1004.478333 Iteration 15Q: 3 clusters Score -2423218 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59061 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -2423358.750000 Penalty: 1004.478333 Iteration 16Q: 3 clusters Score -2423359 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59149 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -2423487.000000 Penalty: 1004.478333 Iteration 17Q: 3 clusters Score -2423487 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59214 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -2423561.250000 Penalty: 1004.478333 Iteration 18Q: 3 clusters Score -2423561 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59258 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -2423626.750000 Penalty: 1004.478333 Iteration 19Q: 3 clusters Score -2423627 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59307 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -2423671.000000 Penalty: 1004.478333 Iteration 20F: 3 clusters Score -2423671 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59358 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -2423701.250000 Penalty: 1004.478333 Iteration 21Q: 3 clusters Score -2423701 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59406 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -2423733.500000 Penalty: 1004.478333 Iteration 22Q: 3 clusters Score -2423734 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59454 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -2423748.000000 Penalty: 1004.478333 Iteration 23Q: 3 clusters Score -2423748 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59498 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -2423754.500000 Penalty: 1004.478333 Iteration 24Q: 3 clusters Score -2423754 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59529 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -2423757.500000 Penalty: 1004.478333 Iteration 25Q: 3 clusters Score -2423758 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59563 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -2423760.000000 Penalty: 1004.478333 Iteration 26Q: 3 clusters Score -2423760 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59588 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -2423766.500000 Penalty: 1004.478333 Iteration 27Q: 3 clusters Score -2423766 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59607 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -2423764.750000 Penalty: 1004.478333 Iteration 28Q: 3 clusters Score -2423765 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59626 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -2423759.750000 Penalty: 1004.478333 Iteration 29Q: 3 clusters Score -2423760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59638 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -2423760.500000 Penalty: 1004.478333 Iteration 30Q: 3 clusters Score -2423760 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59650 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -2423762.750000 Penalty: 1004.478333 Iteration 31Q: 3 clusters Score -2423763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59658 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -2423767.750000 Penalty: 1004.478333 Iteration 32Q: 3 clusters Score -2423768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59668 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -2423765.500000 Penalty: 1004.478333 Iteration 33Q: 3 clusters Score -2423766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59681 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -2423763.250000 Penalty: 1004.478333 Iteration 34Q: 3 clusters Score -2423763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59691 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -2423764.500000 Penalty: 1004.478333 Iteration 35Q: 3 clusters Score -2423764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59695 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -2423766.000000 Penalty: 1004.478333 Iteration 36Q: 3 clusters Score -2423766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59698 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -2423765.500000 Penalty: 1004.478333 Iteration 37Q: 3 clusters Score -2423766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -2423765.500000 Penalty: 1004.478333 Iteration 38Q: 3 clusters Score -2423766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -2423764.000000 Penalty: 1004.478333 Iteration 39Q: 3 clusters Score -2423764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -2423764.000000 Penalty: 1004.478333 Iteration 40F: 3 clusters Score -2423764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 15883 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Entering Unmasked Estep Score: -14441336.000000 Penalty: 18173.035156 Splitting cluster 1 changes total score from -14439685.000000 to -14441336.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 2 (8992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Entering Unmasked Estep Score: -352265.562500 Penalty: 414.236115 Iteration 0F: 2 clusters Score -352265.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -346227.562500 Penalty: 828.472229 Iteration 0F: 3 clusters Score -346227.6 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -348813.156250 Penalty: 828.472229 Iteration 1F: 3 clusters Score -348813.2 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -349406.406250 Penalty: 828.472229 Iteration 2F: 3 clusters Score -349406.4 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -350201.812500 Penalty: 828.472229 Iteration 3F: 3 clusters Score -350201.8 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -350934.906250 Penalty: 828.472229 Iteration 4F: 3 clusters Score -350934.9 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -351431.437500 Penalty: 828.472229 Iteration 5F: 3 clusters Score -351431.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -351683.062500 Penalty: 828.472229 Iteration 6Q: 3 clusters Score -351683.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -351800.156250 Penalty: 828.472229 Iteration 7Q: 3 clusters Score -351800.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -351862.625000 Penalty: 828.472229 Iteration 8Q: 3 clusters Score -351862.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -351893.531250 Penalty: 828.472229 Iteration 9Q: 3 clusters Score -351893.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -351919.437500 Penalty: 828.472229 Iteration 10Q: 3 clusters Score -351919.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -351933.562500 Penalty: 828.472229 Iteration 11Q: 3 clusters Score -351933.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -351940.250000 Penalty: 828.472229 Iteration 12Q: 3 clusters Score -351940.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8883 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -351945.000000 Penalty: 828.472229 Iteration 13Q: 3 clusters Score -351945 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -351951.312500 Penalty: 828.472229 Iteration 14Q: 3 clusters Score -351951.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -351959.812500 Penalty: 828.472229 Iteration 15Q: 3 clusters Score -351959.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -351966.625000 Penalty: 828.472229 Iteration 16Q: 3 clusters Score -351966.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -351970.781250 Penalty: 828.472229 Iteration 17Q: 3 clusters Score -351970.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -351972.031250 Penalty: 828.472229 Iteration 18Q: 3 clusters Score -351972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -351974.031250 Penalty: 828.472229 Iteration 19Q: 3 clusters Score -351974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -351974.500000 Penalty: 828.472229 Iteration 20F: 3 clusters Score -351974.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -27460.201172 Penalty: 306.854675 Iteration 0F: 2 clusters Score -27460.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26783.978516 Penalty: 613.709351 Iteration 0F: 3 clusters Score -26783.98 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -27092.771484 Penalty: 613.709351 Iteration 1F: 3 clusters Score -27092.77 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -27204.593750 Penalty: 613.709351 Iteration 2F: 3 clusters Score -27204.59 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -27272.414062 Penalty: 613.709351 Iteration 3F: 3 clusters Score -27272.41 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27323.103516 Penalty: 613.709351 Iteration 4F: 3 clusters Score -27323.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -27348.259766 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -27348.26 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27359.283203 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -27359.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27365.123047 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -27365.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27366.324219 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -27366.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27369.460938 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -27369.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27373.541016 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -27373.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27376.056641 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -27376.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -27377.943359 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -27377.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27380.269531 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -27380.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -27382.171875 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -27382.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -27383.148438 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -27383.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27384.888672 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -27384.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27387.279297 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -27387.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27388.705078 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -27388.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27389.406250 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -27389.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27389.406250 Penalty: 613.709351 Iteration 20F: 3 clusters Score -27389.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Entering Unmasked Estep Score: -76352.460938 Penalty: 346.067993 Iteration 0F: 2 clusters Score -76352.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -74901.820312 Penalty: 692.135986 Iteration 0F: 3 clusters Score -74901.82 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -75346.195312 Penalty: 692.135986 Iteration 1F: 3 clusters Score -75346.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -75459.570312 Penalty: 692.135986 Iteration 2F: 3 clusters Score -75459.57 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -75592.257812 Penalty: 692.135986 Iteration 3F: 3 clusters Score -75592.26 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -75708.898438 Penalty: 692.135986 Iteration 4F: 3 clusters Score -75708.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -75787.546875 Penalty: 692.135986 Iteration 5F: 3 clusters Score -75787.55 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -75847.148438 Penalty: 692.135986 Iteration 6Q: 3 clusters Score -75847.15 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -75893.320312 Penalty: 692.135986 Iteration 7Q: 3 clusters Score -75893.32 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -75920.835938 Penalty: 692.135986 Iteration 8Q: 3 clusters Score -75920.84 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -75941.195312 Penalty: 692.135986 Iteration 9Q: 3 clusters Score -75941.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -75959.750000 Penalty: 692.135986 Iteration 10Q: 3 clusters Score -75959.75 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -75980.000000 Penalty: 692.135986 Iteration 11Q: 3 clusters Score -75980 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -76003.703125 Penalty: 692.135986 Iteration 12Q: 3 clusters Score -76003.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -76039.289062 Penalty: 692.135986 Iteration 13Q: 3 clusters Score -76039.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -76060.851562 Penalty: 692.135986 Iteration 14Q: 3 clusters Score -76060.85 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -76073.046875 Penalty: 692.135986 Iteration 15Q: 3 clusters Score -76073.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -76076.500000 Penalty: 692.135986 Iteration 16Q: 3 clusters Score -76076.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -76080.070312 Penalty: 692.135986 Iteration 17Q: 3 clusters Score -76080.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -76085.343750 Penalty: 692.135986 Iteration 18Q: 3 clusters Score -76085.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -76093.179688 Penalty: 692.135986 Iteration 19Q: 3 clusters Score -76093.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -76100.859375 Penalty: 692.135986 Iteration 20F: 3 clusters Score -76100.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -76107.585938 Penalty: 692.135986 Iteration 21Q: 3 clusters Score -76107.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -76114.562500 Penalty: 692.135986 Iteration 22Q: 3 clusters Score -76114.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76120.703125 Penalty: 692.135986 Iteration 23Q: 3 clusters Score -76120.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -76129.109375 Penalty: 692.135986 Iteration 24Q: 3 clusters Score -76129.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -76137.820312 Penalty: 692.135986 Iteration 25Q: 3 clusters Score -76137.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -76142.796875 Penalty: 692.135986 Iteration 26Q: 3 clusters Score -76142.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76145.601562 Penalty: 692.135986 Iteration 27Q: 3 clusters Score -76145.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76147.515625 Penalty: 692.135986 Iteration 28Q: 3 clusters Score -76147.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -76149.781250 Penalty: 692.135986 Iteration 29Q: 3 clusters Score -76149.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -76153.218750 Penalty: 692.135986 Iteration 30Q: 3 clusters Score -76153.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -76154.320312 Penalty: 692.135986 Iteration 31Q: 3 clusters Score -76154.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -76154.539062 Penalty: 692.135986 Iteration 32Q: 3 clusters Score -76154.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -76154.539062 Penalty: 692.135986 Iteration 33F: 3 clusters Score -76154.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15883 members Entering Unmasked Estep Score: -636373.500000 Penalty: 440.121735 Iteration 0F: 2 clusters Score -636373.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -625785.875000 Penalty: 880.243469 Iteration 0F: 3 clusters Score -625785.9 nChanged 7472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -630341.062500 Penalty: 880.243469 Iteration 1F: 3 clusters Score -630341.1 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -630786.437500 Penalty: 880.243469 Iteration 2F: 3 clusters Score -630786.4 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -631400.812500 Penalty: 880.243469 Iteration 3F: 3 clusters Score -631400.8 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -632208.937500 Penalty: 880.243469 Iteration 4F: 3 clusters Score -632208.9 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -633236.312500 Penalty: 880.243469 Iteration 5F: 3 clusters Score -633236.3 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -634461.562500 Penalty: 880.243469 Iteration 6F: 3 clusters Score -634461.6 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -635502.375000 Penalty: 880.243469 Iteration 7F: 3 clusters Score -635502.4 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -636024.875000 Penalty: 880.243469 Iteration 8Q: 3 clusters Score -636024.9 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -636283.625000 Penalty: 880.243469 Iteration 9Q: 3 clusters Score -636283.6 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -636445.062500 Penalty: 880.243469 Iteration 10Q: 3 clusters Score -636445.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -636537.375000 Penalty: 880.243469 Iteration 11Q: 3 clusters Score -636537.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -636595.875000 Penalty: 880.243469 Iteration 12Q: 3 clusters Score -636595.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -636640.562500 Penalty: 880.243469 Iteration 13Q: 3 clusters Score -636640.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -636675.625000 Penalty: 880.243469 Iteration 14Q: 3 clusters Score -636675.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -636697.500000 Penalty: 880.243469 Iteration 15Q: 3 clusters Score -636697.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 10723 members Entering Unmasked Estep Score: -636713.500000 Penalty: 880.243469 Iteration 16Q: 3 clusters Score -636713.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 10632 members Entering Unmasked Estep Score: -636727.125000 Penalty: 880.243469 Iteration 17Q: 3 clusters Score -636727.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -636742.687500 Penalty: 880.243469 Iteration 18Q: 3 clusters Score -636742.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -636755.062500 Penalty: 880.243469 Iteration 19Q: 3 clusters Score -636755.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -636769.625000 Penalty: 880.243469 Iteration 20F: 3 clusters Score -636769.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -636783.812500 Penalty: 880.243469 Iteration 21Q: 3 clusters Score -636783.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -636790.812500 Penalty: 880.243469 Iteration 22Q: 3 clusters Score -636790.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -636800.812500 Penalty: 880.243469 Iteration 23Q: 3 clusters Score -636800.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -636808.562500 Penalty: 880.243469 Iteration 24Q: 3 clusters Score -636808.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -636818.750000 Penalty: 880.243469 Iteration 25Q: 3 clusters Score -636818.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -636831.062500 Penalty: 880.243469 Iteration 26Q: 3 clusters Score -636831.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -636834.375000 Penalty: 880.243469 Iteration 27Q: 3 clusters Score -636834.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -636841.562500 Penalty: 880.243469 Iteration 28Q: 3 clusters Score -636841.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -636848.375000 Penalty: 880.243469 Iteration 29Q: 3 clusters Score -636848.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -636853.687500 Penalty: 880.243469 Iteration 30Q: 3 clusters Score -636853.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -636856.937500 Penalty: 880.243469 Iteration 31Q: 3 clusters Score -636856.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -636862.437500 Penalty: 880.243469 Iteration 32Q: 3 clusters Score -636862.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -636868.250000 Penalty: 880.243469 Iteration 33Q: 3 clusters Score -636868.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -636870.125000 Penalty: 880.243469 Iteration 34Q: 3 clusters Score -636870.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -636873.062500 Penalty: 880.243469 Iteration 35Q: 3 clusters Score -636873.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -636875.750000 Penalty: 880.243469 Iteration 36Q: 3 clusters Score -636875.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -636877.812500 Penalty: 880.243469 Iteration 37Q: 3 clusters Score -636877.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -636879.000000 Penalty: 880.243469 Iteration 38Q: 3 clusters Score -636879 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -636880.500000 Penalty: 880.243469 Iteration 39Q: 3 clusters Score -636880.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -636883.375000 Penalty: 880.243469 Iteration 40F: 3 clusters Score -636883.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -636883.937500 Penalty: 880.243469 Iteration 41Q: 3 clusters Score -636883.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -636884.687500 Penalty: 880.243469 Iteration 42Q: 3 clusters Score -636884.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -636884.625000 Penalty: 880.243469 Iteration 43Q: 3 clusters Score -636884.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -636885.500000 Penalty: 880.243469 Iteration 44Q: 3 clusters Score -636885.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -636885.750000 Penalty: 880.243469 Iteration 45Q: 3 clusters Score -636885.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -636886.812500 Penalty: 880.243469 Iteration 46Q: 3 clusters Score -636886.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -636888.312500 Penalty: 880.243469 Iteration 47Q: 3 clusters Score -636888.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -636890.250000 Penalty: 880.243469 Iteration 48Q: 3 clusters Score -636890.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -636893.687500 Penalty: 880.243469 Iteration 49Q: 3 clusters Score -636893.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -636892.500000 Penalty: 880.243469 Iteration 50Q: 3 clusters Score -636892.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -636894.750000 Penalty: 880.243469 Iteration 51Q: 3 clusters Score -636894.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -636896.937500 Penalty: 880.243469 Iteration 52Q: 3 clusters Score -636896.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -636897.875000 Penalty: 880.243469 Iteration 53Q: 3 clusters Score -636897.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -636901.500000 Penalty: 880.243469 Iteration 54Q: 3 clusters Score -636901.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -636903.000000 Penalty: 880.243469 Iteration 55Q: 3 clusters Score -636903 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -636903.562500 Penalty: 880.243469 Iteration 56Q: 3 clusters Score -636903.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -636903.375000 Penalty: 880.243469 Iteration 57Q: 3 clusters Score -636903.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -636904.062500 Penalty: 880.243469 Iteration 58Q: 3 clusters Score -636904.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -636903.187500 Penalty: 880.243469 Iteration 59Q: 3 clusters Score -636903.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -636904.875000 Penalty: 880.243469 Iteration 60F: 3 clusters Score -636904.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 8871 members Entering Unmasked Estep Score: -636905.437500 Penalty: 880.243469 Iteration 61Q: 3 clusters Score -636905.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -636905.875000 Penalty: 880.243469 Iteration 62Q: 3 clusters Score -636905.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -636905.625000 Penalty: 880.243469 Iteration 63Q: 3 clusters Score -636905.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -636904.562500 Penalty: 880.243469 Iteration 64Q: 3 clusters Score -636904.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -636904.875000 Penalty: 880.243469 Iteration 65Q: 3 clusters Score -636904.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -636904.312500 Penalty: 880.243469 Iteration 66Q: 3 clusters Score -636904.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -636903.875000 Penalty: 880.243469 Iteration 67Q: 3 clusters Score -636903.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -636903.875000 Penalty: 880.243469 Iteration 68F: 3 clusters Score -636903.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 1827 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Entering Unmasked Estep Score: -14441724.000000 Penalty: 18759.261719 Splitting cluster 5 changes total score from -14439685.000000 to -14441724.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 6 (2082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Entering Unmasked Estep Score: -80768.187500 Penalty: 347.669342 Iteration 0F: 2 clusters Score -80768.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -79287.218750 Penalty: 695.338684 Iteration 0F: 3 clusters Score -79287.22 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -79788.812500 Penalty: 695.338684 Iteration 1F: 3 clusters Score -79788.81 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -79938.000000 Penalty: 695.338684 Iteration 2F: 3 clusters Score -79938 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -80061.023438 Penalty: 695.338684 Iteration 3F: 3 clusters Score -80061.02 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -80170.250000 Penalty: 695.338684 Iteration 4F: 3 clusters Score -80170.25 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -80250.203125 Penalty: 695.338684 Iteration 5F: 3 clusters Score -80250.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -80341.546875 Penalty: 695.338684 Iteration 6Q: 3 clusters Score -80341.55 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -80409.968750 Penalty: 695.338684 Iteration 7Q: 3 clusters Score -80409.97 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -80444.984375 Penalty: 695.338684 Iteration 8Q: 3 clusters Score -80444.98 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -80481.500000 Penalty: 695.338684 Iteration 9Q: 3 clusters Score -80481.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -80505.148438 Penalty: 695.338684 Iteration 10Q: 3 clusters Score -80505.15 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -80520.273438 Penalty: 695.338684 Iteration 11Q: 3 clusters Score -80520.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -80528.890625 Penalty: 695.338684 Iteration 12Q: 3 clusters Score -80528.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -80535.859375 Penalty: 695.338684 Iteration 13Q: 3 clusters Score -80535.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -80540.609375 Penalty: 695.338684 Iteration 14Q: 3 clusters Score -80540.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -80544.757812 Penalty: 695.338684 Iteration 15Q: 3 clusters Score -80544.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -80547.648438 Penalty: 695.338684 Iteration 16Q: 3 clusters Score -80547.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -80549.843750 Penalty: 695.338684 Iteration 17Q: 3 clusters Score -80549.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -80553.789062 Penalty: 695.338684 Iteration 18Q: 3 clusters Score -80553.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -80556.015625 Penalty: 695.338684 Iteration 19Q: 3 clusters Score -80556.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -80556.960938 Penalty: 695.338684 Iteration 20F: 3 clusters Score -80556.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -80557.531250 Penalty: 695.338684 Iteration 21Q: 3 clusters Score -80557.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -80557.632812 Penalty: 695.338684 Iteration 22Q: 3 clusters Score -80557.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -80557.632812 Penalty: 695.338684 Iteration 23F: 3 clusters Score -80557.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Entering Unmasked Estep Score: -61823.714844 Penalty: 341.724579 Iteration 0F: 2 clusters Score -61823.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -60471.898438 Penalty: 683.449158 Iteration 0F: 3 clusters Score -60471.9 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -60914.859375 Penalty: 683.449158 Iteration 1F: 3 clusters Score -60914.86 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -61018.488281 Penalty: 683.449158 Iteration 2F: 3 clusters Score -61018.49 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -61087.523438 Penalty: 683.449158 Iteration 3F: 3 clusters Score -61087.52 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -61168.207031 Penalty: 683.449158 Iteration 4Q: 3 clusters Score -61168.21 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -61274.468750 Penalty: 683.449158 Iteration 5F: 3 clusters Score -61274.47 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -61421.660156 Penalty: 683.449158 Iteration 6F: 3 clusters Score -61421.66 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -61625.449219 Penalty: 683.449158 Iteration 7F: 3 clusters Score -61625.45 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -61705.390625 Penalty: 683.449158 Iteration 8Q: 3 clusters Score -61705.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -61740.511719 Penalty: 683.449158 Iteration 9Q: 3 clusters Score -61740.51 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -61773.343750 Penalty: 683.449158 Iteration 10Q: 3 clusters Score -61773.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -61807.140625 Penalty: 683.449158 Iteration 11Q: 3 clusters Score -61807.14 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -61869.410156 Penalty: 683.449158 Iteration 12Q: 3 clusters Score -61869.41 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -61967.781250 Penalty: 683.449158 Iteration 13Q: 3 clusters Score -61967.78 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -62124.167969 Penalty: 683.449158 Iteration 14Q: 3 clusters Score -62124.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -62165.105469 Penalty: 683.449158 Iteration 15Q: 3 clusters Score -62165.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -62166.125000 Penalty: 683.449158 Iteration 16Q: 3 clusters Score -62166.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -62166.125000 Penalty: 683.449158 Iteration 17F: 3 clusters Score -62166.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Entering Unmasked Estep Score: -14441806.000000 Penalty: 19345.488281 Splitting cluster 7 changes total score from -14439685.000000 to -14441806.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 8 (9362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Entering Unmasked Estep Score: -365724.687500 Penalty: 416.070831 Iteration 0F: 2 clusters Score -365724.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -359478.062500 Penalty: 832.141663 Iteration 0F: 3 clusters Score -359478.1 nChanged 4369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -362108.625000 Penalty: 832.141663 Iteration 1F: 3 clusters Score -362108.6 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -362435.375000 Penalty: 832.141663 Iteration 2F: 3 clusters Score -362435.4 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -362800.906250 Penalty: 832.141663 Iteration 3F: 3 clusters Score -362800.9 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -363216.718750 Penalty: 832.141663 Iteration 4F: 3 clusters Score -363216.7 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -363649.437500 Penalty: 832.141663 Iteration 5F: 3 clusters Score -363649.4 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -364032.812500 Penalty: 832.141663 Iteration 6F: 3 clusters Score -364032.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -364303.718750 Penalty: 832.141663 Iteration 7Q: 3 clusters Score -364303.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -364524.625000 Penalty: 832.141663 Iteration 8Q: 3 clusters Score -364524.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -364695.968750 Penalty: 832.141663 Iteration 9Q: 3 clusters Score -364696 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -364808.625000 Penalty: 832.141663 Iteration 10Q: 3 clusters Score -364808.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -364913.968750 Penalty: 832.141663 Iteration 11Q: 3 clusters Score -364914 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -364999.968750 Penalty: 832.141663 Iteration 12Q: 3 clusters Score -365000 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -365072.531250 Penalty: 832.141663 Iteration 13Q: 3 clusters Score -365072.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -365134.062500 Penalty: 832.141663 Iteration 14Q: 3 clusters Score -365134.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -365191.125000 Penalty: 832.141663 Iteration 15Q: 3 clusters Score -365191.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -365260.187500 Penalty: 832.141663 Iteration 16Q: 3 clusters Score -365260.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -365322.125000 Penalty: 832.141663 Iteration 17Q: 3 clusters Score -365322.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -365362.312500 Penalty: 832.141663 Iteration 18Q: 3 clusters Score -365362.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -365390.218750 Penalty: 832.141663 Iteration 19Q: 3 clusters Score -365390.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -365401.812500 Penalty: 832.141663 Iteration 20F: 3 clusters Score -365401.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -365414.531250 Penalty: 832.141663 Iteration 21Q: 3 clusters Score -365414.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -365430.125000 Penalty: 832.141663 Iteration 22Q: 3 clusters Score -365430.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -365443.375000 Penalty: 832.141663 Iteration 23Q: 3 clusters Score -365443.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -365450.437500 Penalty: 832.141663 Iteration 24Q: 3 clusters Score -365450.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -365455.000000 Penalty: 832.141663 Iteration 25Q: 3 clusters Score -365455 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -365458.562500 Penalty: 832.141663 Iteration 26Q: 3 clusters Score -365458.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -365462.093750 Penalty: 832.141663 Iteration 27Q: 3 clusters Score -365462.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -365465.718750 Penalty: 832.141663 Iteration 28Q: 3 clusters Score -365465.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -365466.843750 Penalty: 832.141663 Iteration 29Q: 3 clusters Score -365466.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -365466.875000 Penalty: 832.141663 Iteration 30Q: 3 clusters Score -365466.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -365466.812500 Penalty: 832.141663 Iteration 31Q: 3 clusters Score -365466.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -365466.812500 Penalty: 832.141663 Iteration 32F: 3 clusters Score -365466.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Entering Unmasked Estep Score: -349841.156250 Penalty: 413.336731 Iteration 0F: 2 clusters Score -349841.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -343923.312500 Penalty: 826.673462 Iteration 0F: 3 clusters Score -343923.3 nChanged 4150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -346432.625000 Penalty: 826.673462 Iteration 1F: 3 clusters Score -346432.6 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -346719.312500 Penalty: 826.673462 Iteration 2F: 3 clusters Score -346719.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -347071.781250 Penalty: 826.673462 Iteration 3F: 3 clusters Score -347071.8 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -347498.625000 Penalty: 826.673462 Iteration 4F: 3 clusters Score -347498.6 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -347946.656250 Penalty: 826.673462 Iteration 5F: 3 clusters Score -347946.7 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -348270.593750 Penalty: 826.673462 Iteration 6F: 3 clusters Score -348270.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -348447.812500 Penalty: 826.673462 Iteration 7Q: 3 clusters Score -348447.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -348539.312500 Penalty: 826.673462 Iteration 8Q: 3 clusters Score -348539.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -348589.843750 Penalty: 826.673462 Iteration 9Q: 3 clusters Score -348589.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -348641.125000 Penalty: 826.673462 Iteration 10Q: 3 clusters Score -348641.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -348706.562500 Penalty: 826.673462 Iteration 11Q: 3 clusters Score -348706.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -348785.968750 Penalty: 826.673462 Iteration 12Q: 3 clusters Score -348786 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -348864.625000 Penalty: 826.673462 Iteration 13Q: 3 clusters Score -348864.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -348942.875000 Penalty: 826.673462 Iteration 14Q: 3 clusters Score -348942.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -349009.406250 Penalty: 826.673462 Iteration 15Q: 3 clusters Score -349009.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -349067.500000 Penalty: 826.673462 Iteration 16Q: 3 clusters Score -349067.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -349123.031250 Penalty: 826.673462 Iteration 17Q: 3 clusters Score -349123 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -349175.156250 Penalty: 826.673462 Iteration 18Q: 3 clusters Score -349175.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -349219.812500 Penalty: 826.673462 Iteration 19Q: 3 clusters Score -349219.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -349247.500000 Penalty: 826.673462 Iteration 20F: 3 clusters Score -349247.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -349267.937500 Penalty: 826.673462 Iteration 21Q: 3 clusters Score -349267.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -349289.031250 Penalty: 826.673462 Iteration 22Q: 3 clusters Score -349289 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -349304.187500 Penalty: 826.673462 Iteration 23Q: 3 clusters Score -349304.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -349320.406250 Penalty: 826.673462 Iteration 24Q: 3 clusters Score -349320.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -349342.250000 Penalty: 826.673462 Iteration 25Q: 3 clusters Score -349342.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -349357.125000 Penalty: 826.673462 Iteration 26Q: 3 clusters Score -349357.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -349376.343750 Penalty: 826.673462 Iteration 27Q: 3 clusters Score -349376.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -349394.781250 Penalty: 826.673462 Iteration 28Q: 3 clusters Score -349394.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -349406.875000 Penalty: 826.673462 Iteration 29Q: 3 clusters Score -349406.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -349416.437500 Penalty: 826.673462 Iteration 30Q: 3 clusters Score -349416.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -349426.343750 Penalty: 826.673462 Iteration 31Q: 3 clusters Score -349426.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -349442.031250 Penalty: 826.673462 Iteration 32Q: 3 clusters Score -349442 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -349457.062500 Penalty: 826.673462 Iteration 33Q: 3 clusters Score -349457.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -349474.687500 Penalty: 826.673462 Iteration 34Q: 3 clusters Score -349474.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -349495.687500 Penalty: 826.673462 Iteration 35Q: 3 clusters Score -349495.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -349521.406250 Penalty: 826.673462 Iteration 36Q: 3 clusters Score -349521.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -349545.312500 Penalty: 826.673462 Iteration 37Q: 3 clusters Score -349545.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -349559.718750 Penalty: 826.673462 Iteration 38Q: 3 clusters Score -349559.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -349567.468750 Penalty: 826.673462 Iteration 39Q: 3 clusters Score -349567.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -349570.843750 Penalty: 826.673462 Iteration 40F: 3 clusters Score -349570.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -349573.281250 Penalty: 826.673462 Iteration 41Q: 3 clusters Score -349573.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -349573.281250 Penalty: 826.673462 Iteration 42Q: 3 clusters Score -349573.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -349575.000000 Penalty: 826.673462 Iteration 43Q: 3 clusters Score -349575 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -349576.375000 Penalty: 826.673462 Iteration 44Q: 3 clusters Score -349576.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -349578.937500 Penalty: 826.673462 Iteration 45Q: 3 clusters Score -349578.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -349584.312500 Penalty: 826.673462 Iteration 46Q: 3 clusters Score -349584.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -349591.437500 Penalty: 826.673462 Iteration 47Q: 3 clusters Score -349591.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -349597.843750 Penalty: 826.673462 Iteration 48Q: 3 clusters Score -349597.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -349605.156250 Penalty: 826.673462 Iteration 49Q: 3 clusters Score -349605.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -349610.187500 Penalty: 826.673462 Iteration 50Q: 3 clusters Score -349610.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -349614.750000 Penalty: 826.673462 Iteration 51Q: 3 clusters Score -349614.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -349620.781250 Penalty: 826.673462 Iteration 52Q: 3 clusters Score -349620.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -349628.375000 Penalty: 826.673462 Iteration 53Q: 3 clusters Score -349628.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -349637.875000 Penalty: 826.673462 Iteration 54Q: 3 clusters Score -349637.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -349645.718750 Penalty: 826.673462 Iteration 55Q: 3 clusters Score -349645.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -349655.437500 Penalty: 826.673462 Iteration 56Q: 3 clusters Score -349655.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -349662.031250 Penalty: 826.673462 Iteration 57Q: 3 clusters Score -349662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -349665.218750 Penalty: 826.673462 Iteration 58Q: 3 clusters Score -349665.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -349667.406250 Penalty: 826.673462 Iteration 59Q: 3 clusters Score -349667.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -349668.250000 Penalty: 826.673462 Iteration 60F: 3 clusters Score -349668.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -349668.437500 Penalty: 826.673462 Iteration 61Q: 3 clusters Score -349668.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -349668.437500 Penalty: 826.673462 Iteration 62F: 3 clusters Score -349668.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12833 members Entering Unmasked Estep Score: -503050.656250 Penalty: 430.419769 Iteration 0F: 2 clusters Score -503050.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -494654.781250 Penalty: 860.839539 Iteration 0F: 3 clusters Score -494654.8 nChanged 5920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -498766.875000 Penalty: 860.839539 Iteration 1F: 3 clusters Score -498766.9 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -499515.343750 Penalty: 860.839539 Iteration 2F: 3 clusters Score -499515.3 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -500228.125000 Penalty: 860.839539 Iteration 3F: 3 clusters Score -500228.1 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -500873.937500 Penalty: 860.839539 Iteration 4F: 3 clusters Score -500873.9 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -501412.718750 Penalty: 860.839539 Iteration 5F: 3 clusters Score -501412.7 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -501768.500000 Penalty: 860.839539 Iteration 6Q: 3 clusters Score -501768.5 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -501963.562500 Penalty: 860.839539 Iteration 7Q: 3 clusters Score -501963.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -502072.687500 Penalty: 860.839539 Iteration 8Q: 3 clusters Score -502072.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -502142.343750 Penalty: 860.839539 Iteration 9Q: 3 clusters Score -502142.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -502202.875000 Penalty: 860.839539 Iteration 10Q: 3 clusters Score -502202.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -502257.781250 Penalty: 860.839539 Iteration 11Q: 3 clusters Score -502257.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -502302.343750 Penalty: 860.839539 Iteration 12Q: 3 clusters Score -502302.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -502338.937500 Penalty: 860.839539 Iteration 13Q: 3 clusters Score -502338.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -502382.750000 Penalty: 860.839539 Iteration 14Q: 3 clusters Score -502382.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -502419.031250 Penalty: 860.839539 Iteration 15Q: 3 clusters Score -502419 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -502452.625000 Penalty: 860.839539 Iteration 16Q: 3 clusters Score -502452.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -502492.781250 Penalty: 860.839539 Iteration 17Q: 3 clusters Score -502492.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -502538.531250 Penalty: 860.839539 Iteration 18Q: 3 clusters Score -502538.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -502576.906250 Penalty: 860.839539 Iteration 19Q: 3 clusters Score -502576.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -502616.125000 Penalty: 860.839539 Iteration 20F: 3 clusters Score -502616.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -502648.562500 Penalty: 860.839539 Iteration 21Q: 3 clusters Score -502648.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -502678.281250 Penalty: 860.839539 Iteration 22Q: 3 clusters Score -502678.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -502704.343750 Penalty: 860.839539 Iteration 23Q: 3 clusters Score -502704.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -502730.250000 Penalty: 860.839539 Iteration 24Q: 3 clusters Score -502730.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -502750.562500 Penalty: 860.839539 Iteration 25Q: 3 clusters Score -502750.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -502765.187500 Penalty: 860.839539 Iteration 26Q: 3 clusters Score -502765.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -502775.843750 Penalty: 860.839539 Iteration 27Q: 3 clusters Score -502775.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -502786.156250 Penalty: 860.839539 Iteration 28Q: 3 clusters Score -502786.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -502799.187500 Penalty: 860.839539 Iteration 29Q: 3 clusters Score -502799.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -502811.656250 Penalty: 860.839539 Iteration 30Q: 3 clusters Score -502811.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -502822.312500 Penalty: 860.839539 Iteration 31Q: 3 clusters Score -502822.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -502831.625000 Penalty: 860.839539 Iteration 32Q: 3 clusters Score -502831.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -502841.031250 Penalty: 860.839539 Iteration 33Q: 3 clusters Score -502841 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -502847.250000 Penalty: 860.839539 Iteration 34Q: 3 clusters Score -502847.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -502849.781250 Penalty: 860.839539 Iteration 35Q: 3 clusters Score -502849.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -502853.562500 Penalty: 860.839539 Iteration 36Q: 3 clusters Score -502853.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -502857.968750 Penalty: 860.839539 Iteration 37Q: 3 clusters Score -502858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -502859.343750 Penalty: 860.839539 Iteration 38Q: 3 clusters Score -502859.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11718 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -502862.406250 Penalty: 860.839539 Iteration 39Q: 3 clusters Score -502862.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -502866.718750 Penalty: 860.839539 Iteration 40F: 3 clusters Score -502866.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -502870.468750 Penalty: 860.839539 Iteration 41Q: 3 clusters Score -502870.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -502872.906250 Penalty: 860.839539 Iteration 42Q: 3 clusters Score -502872.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -502873.750000 Penalty: 860.839539 Iteration 43Q: 3 clusters Score -502873.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11808 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -502877.031250 Penalty: 860.839539 Iteration 44Q: 3 clusters Score -502877 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -502881.187500 Penalty: 860.839539 Iteration 45Q: 3 clusters Score -502881.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -502883.906250 Penalty: 860.839539 Iteration 46Q: 3 clusters Score -502883.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -502888.781250 Penalty: 860.839539 Iteration 47Q: 3 clusters Score -502888.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -502893.437500 Penalty: 860.839539 Iteration 48Q: 3 clusters Score -502893.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -502896.375000 Penalty: 860.839539 Iteration 49Q: 3 clusters Score -502896.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -502900.937500 Penalty: 860.839539 Iteration 50Q: 3 clusters Score -502900.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -502902.343750 Penalty: 860.839539 Iteration 51Q: 3 clusters Score -502902.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -502907.093750 Penalty: 860.839539 Iteration 52Q: 3 clusters Score -502907.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -502908.625000 Penalty: 860.839539 Iteration 53Q: 3 clusters Score -502908.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -502911.906250 Penalty: 860.839539 Iteration 54Q: 3 clusters Score -502911.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12006 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -502913.531250 Penalty: 860.839539 Iteration 55Q: 3 clusters Score -502913.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -502913.500000 Penalty: 860.839539 Iteration 56Q: 3 clusters Score -502913.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -502915.750000 Penalty: 860.839539 Iteration 57Q: 3 clusters Score -502915.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -502917.125000 Penalty: 860.839539 Iteration 58Q: 3 clusters Score -502917.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12041 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -502919.031250 Penalty: 860.839539 Iteration 59Q: 3 clusters Score -502919 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -502918.937500 Penalty: 860.839539 Iteration 60F: 3 clusters Score -502918.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -502919.468750 Penalty: 860.839539 Iteration 61Q: 3 clusters Score -502919.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -502919.687500 Penalty: 860.839539 Iteration 62Q: 3 clusters Score -502919.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -502920.281250 Penalty: 860.839539 Iteration 63Q: 3 clusters Score -502920.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -502920.281250 Penalty: 860.839539 Iteration 64F: 3 clusters Score -502920.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (33743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33743 members Entering Unmasked Estep Score: -1359648.500000 Penalty: 474.407013 Iteration 0F: 2 clusters Score -1359648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16808 members Mstep: Class 2 contains 16935 members Entering Unmasked Estep Score: -1337032.125000 Penalty: 948.814026 Iteration 0F: 3 clusters Score -1337032 nChanged 16194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 17509 members Entering Unmasked Estep Score: -1346850.750000 Penalty: 948.814026 Iteration 1F: 3 clusters Score -1346851 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -1347271.000000 Penalty: 948.814026 Iteration 2Q: 3 clusters Score -1347271 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15338 members Mstep: Class 2 contains 18405 members Entering Unmasked Estep Score: -1347732.500000 Penalty: 948.814026 Iteration 3Q: 3 clusters Score -1347732 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Mstep: Class 2 contains 19035 members Entering Unmasked Estep Score: -1348348.625000 Penalty: 948.814026 Iteration 4Q: 3 clusters Score -1348349 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 19822 members Entering Unmasked Estep Score: -1349209.375000 Penalty: 948.814026 Iteration 5Q: 3 clusters Score -1349209 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 20715 members Entering Unmasked Estep Score: -1350412.875000 Penalty: 948.814026 Iteration 6F: 3 clusters Score -1350413 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 21622 members Entering Unmasked Estep Score: -1351852.625000 Penalty: 948.814026 Iteration 7F: 3 clusters Score -1351853 nChanged 1951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 22411 members Entering Unmasked Estep Score: -1353055.375000 Penalty: 948.814026 Iteration 8F: 3 clusters Score -1353055 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -1353773.500000 Penalty: 948.814026 Iteration 9Q: 3 clusters Score -1353774 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 23752 members Entering Unmasked Estep Score: -1354174.750000 Penalty: 948.814026 Iteration 10Q: 3 clusters Score -1354175 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 24397 members Entering Unmasked Estep Score: -1354454.750000 Penalty: 948.814026 Iteration 11Q: 3 clusters Score -1354455 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 25080 members Entering Unmasked Estep Score: -1354726.250000 Penalty: 948.814026 Iteration 12Q: 3 clusters Score -1354726 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 25796 members Entering Unmasked Estep Score: -1355016.375000 Penalty: 948.814026 Iteration 13Q: 3 clusters Score -1355016 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 26543 members Entering Unmasked Estep Score: -1355329.125000 Penalty: 948.814026 Iteration 14Q: 3 clusters Score -1355329 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 27328 members Entering Unmasked Estep Score: -1355689.875000 Penalty: 948.814026 Iteration 15Q: 3 clusters Score -1355690 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 28100 members Entering Unmasked Estep Score: -1356057.250000 Penalty: 948.814026 Iteration 16Q: 3 clusters Score -1356057 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 28864 members Entering Unmasked Estep Score: -1356419.750000 Penalty: 948.814026 Iteration 17Q: 3 clusters Score -1356420 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 29621 members Entering Unmasked Estep Score: -1356828.500000 Penalty: 948.814026 Iteration 18Q: 3 clusters Score -1356828 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 30354 members Entering Unmasked Estep Score: -1357246.500000 Penalty: 948.814026 Iteration 19Q: 3 clusters Score -1357246 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 31048 members Entering Unmasked Estep Score: -1357670.625000 Penalty: 948.814026 Iteration 20F: 3 clusters Score -1357671 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 31674 members Entering Unmasked Estep Score: -1358055.375000 Penalty: 948.814026 Iteration 21Q: 3 clusters Score -1358055 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -1358415.625000 Penalty: 948.814026 Iteration 22Q: 3 clusters Score -1358416 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 32656 members Entering Unmasked Estep Score: -1358699.500000 Penalty: 948.814026 Iteration 23Q: 3 clusters Score -1358700 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 32977 members Entering Unmasked Estep Score: -1358889.250000 Penalty: 948.814026 Iteration 24Q: 3 clusters Score -1358889 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 33212 members Entering Unmasked Estep Score: -1359037.125000 Penalty: 948.814026 Iteration 25Q: 3 clusters Score -1359037 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 33369 members Entering Unmasked Estep Score: -1359145.875000 Penalty: 948.814026 Iteration 26Q: 3 clusters Score -1359146 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 33476 members Entering Unmasked Estep Score: -1359207.125000 Penalty: 948.814026 Iteration 27Q: 3 clusters Score -1359207 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 33529 members Entering Unmasked Estep Score: -1359239.500000 Penalty: 948.814026 Iteration 28Q: 3 clusters Score -1359240 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 33557 members Entering Unmasked Estep Score: -1359256.625000 Penalty: 948.814026 Iteration 29Q: 3 clusters Score -1359257 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 33569 members Entering Unmasked Estep Score: -1359265.000000 Penalty: 948.814026 Iteration 30Q: 3 clusters Score -1359265 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 33577 members Entering Unmasked Estep Score: -1359276.875000 Penalty: 948.814026 Iteration 31Q: 3 clusters Score -1359277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 33582 members Entering Unmasked Estep Score: -1359286.250000 Penalty: 948.814026 Iteration 32Q: 3 clusters Score -1359286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 33579 members Entering Unmasked Estep Score: -1359287.750000 Penalty: 948.814026 Iteration 33Q: 3 clusters Score -1359288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 33578 members Entering Unmasked Estep Score: -1359286.625000 Penalty: 948.814026 Iteration 34Q: 3 clusters Score -1359287 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 33581 members Entering Unmasked Estep Score: -1359287.375000 Penalty: 948.814026 Iteration 35Q: 3 clusters Score -1359287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 33582 members Entering Unmasked Estep Score: -1359288.250000 Penalty: 948.814026 Iteration 36Q: 3 clusters Score -1359288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 33582 members Entering Unmasked Estep Score: -1359288.250000 Penalty: 948.814026 Iteration 37F: 3 clusters Score -1359288 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Entering Unmasked Estep Score: -200391.328125 Penalty: 391.669922 Iteration 0F: 2 clusters Score -200391.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -196706.796875 Penalty: 783.339844 Iteration 0F: 3 clusters Score -196706.8 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -198316.390625 Penalty: 783.339844 Iteration 1F: 3 clusters Score -198316.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -198613.296875 Penalty: 783.339844 Iteration 2F: 3 clusters Score -198613.3 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -198942.734375 Penalty: 783.339844 Iteration 3F: 3 clusters Score -198942.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -199210.171875 Penalty: 783.339844 Iteration 4F: 3 clusters Score -199210.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -199428.000000 Penalty: 783.339844 Iteration 5F: 3 clusters Score -199428 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -199602.250000 Penalty: 783.339844 Iteration 6F: 3 clusters Score -199602.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -199737.296875 Penalty: 783.339844 Iteration 7Q: 3 clusters Score -199737.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -199879.140625 Penalty: 783.339844 Iteration 8Q: 3 clusters Score -199879.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -199986.031250 Penalty: 783.339844 Iteration 9Q: 3 clusters Score -199986 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -200057.656250 Penalty: 783.339844 Iteration 10Q: 3 clusters Score -200057.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -200095.718750 Penalty: 783.339844 Iteration 11Q: 3 clusters Score -200095.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -200112.515625 Penalty: 783.339844 Iteration 12Q: 3 clusters Score -200112.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -200126.125000 Penalty: 783.339844 Iteration 13Q: 3 clusters Score -200126.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -200136.515625 Penalty: 783.339844 Iteration 14Q: 3 clusters Score -200136.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -200144.500000 Penalty: 783.339844 Iteration 15Q: 3 clusters Score -200144.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -200150.640625 Penalty: 783.339844 Iteration 16Q: 3 clusters Score -200150.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -200155.937500 Penalty: 783.339844 Iteration 17Q: 3 clusters Score -200155.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -200159.421875 Penalty: 783.339844 Iteration 18Q: 3 clusters Score -200159.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -200163.015625 Penalty: 783.339844 Iteration 19Q: 3 clusters Score -200163 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -200166.546875 Penalty: 783.339844 Iteration 20F: 3 clusters Score -200166.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -200170.406250 Penalty: 783.339844 Iteration 21Q: 3 clusters Score -200170.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -200174.265625 Penalty: 783.339844 Iteration 22Q: 3 clusters Score -200174.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -200178.609375 Penalty: 783.339844 Iteration 23Q: 3 clusters Score -200178.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -200183.234375 Penalty: 783.339844 Iteration 24Q: 3 clusters Score -200183.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -200188.953125 Penalty: 783.339844 Iteration 25Q: 3 clusters Score -200189 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -200195.875000 Penalty: 783.339844 Iteration 26Q: 3 clusters Score -200195.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -200202.984375 Penalty: 783.339844 Iteration 27Q: 3 clusters Score -200203 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -200207.000000 Penalty: 783.339844 Iteration 28Q: 3 clusters Score -200207 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -200208.390625 Penalty: 783.339844 Iteration 29Q: 3 clusters Score -200208.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -200210.296875 Penalty: 783.339844 Iteration 30Q: 3 clusters Score -200210.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -200212.937500 Penalty: 783.339844 Iteration 31Q: 3 clusters Score -200212.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -200216.281250 Penalty: 783.339844 Iteration 32Q: 3 clusters Score -200216.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -200219.234375 Penalty: 783.339844 Iteration 33Q: 3 clusters Score -200219.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -200222.546875 Penalty: 783.339844 Iteration 34Q: 3 clusters Score -200222.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -200228.062500 Penalty: 783.339844 Iteration 35Q: 3 clusters Score -200228.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -200231.812500 Penalty: 783.339844 Iteration 36Q: 3 clusters Score -200231.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -200235.078125 Penalty: 783.339844 Iteration 37Q: 3 clusters Score -200235.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -200238.171875 Penalty: 783.339844 Iteration 38Q: 3 clusters Score -200238.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -200240.828125 Penalty: 783.339844 Iteration 39Q: 3 clusters Score -200240.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -200243.843750 Penalty: 783.339844 Iteration 40F: 3 clusters Score -200243.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -200245.453125 Penalty: 783.339844 Iteration 41Q: 3 clusters Score -200245.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -200249.906250 Penalty: 783.339844 Iteration 42Q: 3 clusters Score -200249.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -200252.265625 Penalty: 783.339844 Iteration 43Q: 3 clusters Score -200252.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -200254.640625 Penalty: 783.339844 Iteration 44Q: 3 clusters Score -200254.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -200255.718750 Penalty: 783.339844 Iteration 45Q: 3 clusters Score -200255.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -200256.218750 Penalty: 783.339844 Iteration 46Q: 3 clusters Score -200256.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -200256.218750 Penalty: 783.339844 Iteration 47Q: 3 clusters Score -200256.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -200256.703125 Penalty: 783.339844 Iteration 48Q: 3 clusters Score -200256.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -200256.578125 Penalty: 783.339844 Iteration 49Q: 3 clusters Score -200256.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -200257.328125 Penalty: 783.339844 Iteration 50Q: 3 clusters Score -200257.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -200257.562500 Penalty: 783.339844 Iteration 51Q: 3 clusters Score -200257.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -200257.671875 Penalty: 783.339844 Iteration 52Q: 3 clusters Score -200257.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -200257.765625 Penalty: 783.339844 Iteration 53Q: 3 clusters Score -200257.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -200258.562500 Penalty: 783.339844 Iteration 54Q: 3 clusters Score -200258.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -200258.781250 Penalty: 783.339844 Iteration 55Q: 3 clusters Score -200258.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -200259.203125 Penalty: 783.339844 Iteration 56Q: 3 clusters Score -200259.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -200259.031250 Penalty: 783.339844 Iteration 57Q: 3 clusters Score -200259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -200259.250000 Penalty: 783.339844 Iteration 58Q: 3 clusters Score -200259.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -200259.734375 Penalty: 783.339844 Iteration 59Q: 3 clusters Score -200259.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -200259.734375 Penalty: 783.339844 Iteration 60F: 3 clusters Score -200259.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Entering Unmasked Estep Score: -94221.195312 Penalty: 354.701935 Iteration 0F: 2 clusters Score -94221.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -92506.710938 Penalty: 709.403870 Iteration 0F: 3 clusters Score -92506.71 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -93058.531250 Penalty: 709.403870 Iteration 1F: 3 clusters Score -93058.53 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -93141.578125 Penalty: 709.403870 Iteration 2F: 3 clusters Score -93141.58 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -93256.007812 Penalty: 709.403870 Iteration 3F: 3 clusters Score -93256.01 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -93447.476562 Penalty: 709.403870 Iteration 4F: 3 clusters Score -93447.48 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -93766.359375 Penalty: 709.403870 Iteration 5F: 3 clusters Score -93766.36 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -94224.929688 Penalty: 709.403870 Iteration 6F: 3 clusters Score -94224.93 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -94726.273438 Penalty: 709.403870 Iteration 7F: 3 clusters Score -94726.27 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -95069.984375 Penalty: 709.403870 Iteration 8F: 3 clusters Score -95069.98 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -95204.640625 Penalty: 709.403870 Iteration 9Q: 3 clusters Score -95204.64 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -95238.617188 Penalty: 709.403870 Iteration 10Q: 3 clusters Score -95238.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -95249.000000 Penalty: 709.403870 Iteration 11Q: 3 clusters Score -95249 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -95253.203125 Penalty: 709.403870 Iteration 12Q: 3 clusters Score -95253.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -95254.414062 Penalty: 709.403870 Iteration 13Q: 3 clusters Score -95254.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -95254.882812 Penalty: 709.403870 Iteration 14Q: 3 clusters Score -95254.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -95255.296875 Penalty: 709.403870 Iteration 15Q: 3 clusters Score -95255.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -95256.648438 Penalty: 709.403870 Iteration 16Q: 3 clusters Score -95256.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -95258.398438 Penalty: 709.403870 Iteration 17Q: 3 clusters Score -95258.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -95262.906250 Penalty: 709.403870 Iteration 18Q: 3 clusters Score -95262.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -95264.343750 Penalty: 709.403870 Iteration 19Q: 3 clusters Score -95264.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -95265.609375 Penalty: 709.403870 Iteration 20F: 3 clusters Score -95265.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -95266.429688 Penalty: 709.403870 Iteration 21Q: 3 clusters Score -95266.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -95267.164062 Penalty: 709.403870 Iteration 22Q: 3 clusters Score -95267.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -95268.750000 Penalty: 709.403870 Iteration 23Q: 3 clusters Score -95268.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -95270.648438 Penalty: 709.403870 Iteration 24Q: 3 clusters Score -95270.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -95274.101562 Penalty: 709.403870 Iteration 25Q: 3 clusters Score -95274.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -95275.289062 Penalty: 709.403870 Iteration 26Q: 3 clusters Score -95275.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -95275.656250 Penalty: 709.403870 Iteration 27Q: 3 clusters Score -95275.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -95275.703125 Penalty: 709.403870 Iteration 28Q: 3 clusters Score -95275.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -95275.703125 Penalty: 709.403870 Iteration 29F: 3 clusters Score -95275.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 36858 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Entering Unmasked Estep Score: -14442626.000000 Penalty: 19931.716797 Splitting cluster 13 changes total score from -14439685.000000 to -14442626.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 14 (36858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36858 members Entering Unmasked Estep Score: -1438581.250000 Penalty: 478.424652 Iteration 0F: 2 clusters Score -1438581 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 18500 members Entering Unmasked Estep Score: -1413917.625000 Penalty: 956.849304 Iteration 0F: 3 clusters Score -1413918 nChanged 17657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 21227 members Entering Unmasked Estep Score: -1425821.875000 Penalty: 956.849304 Iteration 1F: 3 clusters Score -1425822 nChanged 2989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Mstep: Class 2 contains 22972 members Entering Unmasked Estep Score: -1428173.000000 Penalty: 956.849304 Iteration 2F: 3 clusters Score -1428173 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 24959 members Entering Unmasked Estep Score: -1431270.000000 Penalty: 956.849304 Iteration 3F: 3 clusters Score -1431270 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 26811 members Entering Unmasked Estep Score: -1434234.125000 Penalty: 956.849304 Iteration 4F: 3 clusters Score -1434234 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 28300 members Entering Unmasked Estep Score: -1436482.750000 Penalty: 956.849304 Iteration 5F: 3 clusters Score -1436483 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 29343 members Entering Unmasked Estep Score: -1437969.500000 Penalty: 956.849304 Iteration 6Q: 3 clusters Score -1437970 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -1438790.250000 Penalty: 956.849304 Iteration 7Q: 3 clusters Score -1438790 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 30478 members Entering Unmasked Estep Score: -1439108.875000 Penalty: 956.849304 Iteration 8Q: 3 clusters Score -1439109 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -1439292.250000 Penalty: 956.849304 Iteration 9Q: 3 clusters Score -1439292 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 31180 members Entering Unmasked Estep Score: -1439425.625000 Penalty: 956.849304 Iteration 10Q: 3 clusters Score -1439426 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 31449 members Entering Unmasked Estep Score: -1439514.875000 Penalty: 956.849304 Iteration 11Q: 3 clusters Score -1439515 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 31683 members Entering Unmasked Estep Score: -1439567.500000 Penalty: 956.849304 Iteration 12Q: 3 clusters Score -1439568 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 31899 members Entering Unmasked Estep Score: -1439617.625000 Penalty: 956.849304 Iteration 13Q: 3 clusters Score -1439618 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 32071 members Entering Unmasked Estep Score: -1439652.125000 Penalty: 956.849304 Iteration 14Q: 3 clusters Score -1439652 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -1439672.750000 Penalty: 956.849304 Iteration 15Q: 3 clusters Score -1439673 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 32348 members Entering Unmasked Estep Score: -1439692.875000 Penalty: 956.849304 Iteration 16Q: 3 clusters Score -1439693 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 32463 members Entering Unmasked Estep Score: -1439716.750000 Penalty: 956.849304 Iteration 17Q: 3 clusters Score -1439717 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 32575 members Entering Unmasked Estep Score: -1439731.875000 Penalty: 956.849304 Iteration 18Q: 3 clusters Score -1439732 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 32669 members Entering Unmasked Estep Score: -1439745.250000 Penalty: 956.849304 Iteration 19Q: 3 clusters Score -1439745 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 32759 members Entering Unmasked Estep Score: -1439760.375000 Penalty: 956.849304 Iteration 20F: 3 clusters Score -1439760 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 32828 members Entering Unmasked Estep Score: -1439766.000000 Penalty: 956.849304 Iteration 21Q: 3 clusters Score -1439766 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 32880 members Entering Unmasked Estep Score: -1439775.250000 Penalty: 956.849304 Iteration 22Q: 3 clusters Score -1439775 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 32925 members Entering Unmasked Estep Score: -1439780.750000 Penalty: 956.849304 Iteration 23Q: 3 clusters Score -1439781 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 32956 members Entering Unmasked Estep Score: -1439783.625000 Penalty: 956.849304 Iteration 24Q: 3 clusters Score -1439784 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 32980 members Entering Unmasked Estep Score: -1439784.250000 Penalty: 956.849304 Iteration 25Q: 3 clusters Score -1439784 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 33005 members Entering Unmasked Estep Score: -1439784.125000 Penalty: 956.849304 Iteration 26Q: 3 clusters Score -1439784 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 33029 members Entering Unmasked Estep Score: -1439791.125000 Penalty: 956.849304 Iteration 27Q: 3 clusters Score -1439791 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 33045 members Entering Unmasked Estep Score: -1439791.375000 Penalty: 956.849304 Iteration 28Q: 3 clusters Score -1439791 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 33059 members Entering Unmasked Estep Score: -1439794.125000 Penalty: 956.849304 Iteration 29Q: 3 clusters Score -1439794 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 33073 members Entering Unmasked Estep Score: -1439796.500000 Penalty: 956.849304 Iteration 30Q: 3 clusters Score -1439796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 33082 members Entering Unmasked Estep Score: -1439797.250000 Penalty: 956.849304 Iteration 31Q: 3 clusters Score -1439797 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 33088 members Entering Unmasked Estep Score: -1439798.125000 Penalty: 956.849304 Iteration 32Q: 3 clusters Score -1439798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 33097 members Entering Unmasked Estep Score: -1439796.125000 Penalty: 956.849304 Iteration 33Q: 3 clusters Score -1439796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 33102 members Entering Unmasked Estep Score: -1439798.250000 Penalty: 956.849304 Iteration 34Q: 3 clusters Score -1439798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 33107 members Entering Unmasked Estep Score: -1439793.500000 Penalty: 956.849304 Iteration 35Q: 3 clusters Score -1439794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 33113 members Entering Unmasked Estep Score: -1439795.000000 Penalty: 956.849304 Iteration 36Q: 3 clusters Score -1439795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -1439797.875000 Penalty: 956.849304 Iteration 37Q: 3 clusters Score -1439798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 33128 members Entering Unmasked Estep Score: -1439795.750000 Penalty: 956.849304 Iteration 38Q: 3 clusters Score -1439796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 33129 members Entering Unmasked Estep Score: -1439796.000000 Penalty: 956.849304 Iteration 39Q: 3 clusters Score -1439796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 33129 members Entering Unmasked Estep Score: -1439796.000000 Penalty: 956.849304 Iteration 40F: 3 clusters Score -1439796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 2643 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Entering Unmasked Estep Score: -14443614.000000 Penalty: 20517.943359 Splitting cluster 14 changes total score from -14439685.000000 to -14443614.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 15 (5346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Entering Unmasked Estep Score: -208419.078125 Penalty: 390.576721 Iteration 0F: 2 clusters Score -208419.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -204901.984375 Penalty: 781.153442 Iteration 0F: 3 clusters Score -204902 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -206631.359375 Penalty: 781.153442 Iteration 1F: 3 clusters Score -206631.4 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -207022.437500 Penalty: 781.153442 Iteration 2F: 3 clusters Score -207022.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -207288.515625 Penalty: 781.153442 Iteration 3F: 3 clusters Score -207288.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -207459.515625 Penalty: 781.153442 Iteration 4F: 3 clusters Score -207459.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -207588.828125 Penalty: 781.153442 Iteration 5Q: 3 clusters Score -207588.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -207683.390625 Penalty: 781.153442 Iteration 6Q: 3 clusters Score -207683.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -207755.984375 Penalty: 781.153442 Iteration 7Q: 3 clusters Score -207756 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -207835.406250 Penalty: 781.153442 Iteration 8Q: 3 clusters Score -207835.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -207896.562500 Penalty: 781.153442 Iteration 9Q: 3 clusters Score -207896.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -207927.250000 Penalty: 781.153442 Iteration 10Q: 3 clusters Score -207927.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -207952.687500 Penalty: 781.153442 Iteration 11Q: 3 clusters Score -207952.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -207971.609375 Penalty: 781.153442 Iteration 12Q: 3 clusters Score -207971.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -207985.828125 Penalty: 781.153442 Iteration 13Q: 3 clusters Score -207985.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -208000.953125 Penalty: 781.153442 Iteration 14Q: 3 clusters Score -208001 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -208011.218750 Penalty: 781.153442 Iteration 15Q: 3 clusters Score -208011.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -208019.296875 Penalty: 781.153442 Iteration 16Q: 3 clusters Score -208019.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -208026.453125 Penalty: 781.153442 Iteration 17Q: 3 clusters Score -208026.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -208031.093750 Penalty: 781.153442 Iteration 18Q: 3 clusters Score -208031.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -208035.750000 Penalty: 781.153442 Iteration 19Q: 3 clusters Score -208035.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -208038.890625 Penalty: 781.153442 Iteration 20F: 3 clusters Score -208038.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -208044.140625 Penalty: 781.153442 Iteration 21Q: 3 clusters Score -208044.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -208050.656250 Penalty: 781.153442 Iteration 22Q: 3 clusters Score -208050.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -208058.312500 Penalty: 781.153442 Iteration 23Q: 3 clusters Score -208058.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -208067.671875 Penalty: 781.153442 Iteration 24Q: 3 clusters Score -208067.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -208081.093750 Penalty: 781.153442 Iteration 25Q: 3 clusters Score -208081.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -208089.796875 Penalty: 781.153442 Iteration 26Q: 3 clusters Score -208089.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -208094.937500 Penalty: 781.153442 Iteration 27Q: 3 clusters Score -208094.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -208101.343750 Penalty: 781.153442 Iteration 28Q: 3 clusters Score -208101.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -208109.453125 Penalty: 781.153442 Iteration 29Q: 3 clusters Score -208109.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -208118.453125 Penalty: 781.153442 Iteration 30Q: 3 clusters Score -208118.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -208124.984375 Penalty: 781.153442 Iteration 31Q: 3 clusters Score -208125 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -208135.640625 Penalty: 781.153442 Iteration 32Q: 3 clusters Score -208135.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -208140.484375 Penalty: 781.153442 Iteration 33Q: 3 clusters Score -208140.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -208144.109375 Penalty: 781.153442 Iteration 34Q: 3 clusters Score -208144.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -208147.437500 Penalty: 781.153442 Iteration 35Q: 3 clusters Score -208147.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -208151.296875 Penalty: 781.153442 Iteration 36Q: 3 clusters Score -208151.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -208153.531250 Penalty: 781.153442 Iteration 37Q: 3 clusters Score -208153.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -208156.937500 Penalty: 781.153442 Iteration 38Q: 3 clusters Score -208156.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -208158.203125 Penalty: 781.153442 Iteration 39Q: 3 clusters Score -208158.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -208159.343750 Penalty: 781.153442 Iteration 40F: 3 clusters Score -208159.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -208160.515625 Penalty: 781.153442 Iteration 41Q: 3 clusters Score -208160.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -208161.281250 Penalty: 781.153442 Iteration 42Q: 3 clusters Score -208161.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -208162.828125 Penalty: 781.153442 Iteration 43Q: 3 clusters Score -208162.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -208165.796875 Penalty: 781.153442 Iteration 44Q: 3 clusters Score -208165.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -208166.640625 Penalty: 781.153442 Iteration 45Q: 3 clusters Score -208166.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -208167.296875 Penalty: 781.153442 Iteration 46Q: 3 clusters Score -208167.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -208168.625000 Penalty: 781.153442 Iteration 47Q: 3 clusters Score -208168.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -208168.765625 Penalty: 781.153442 Iteration 48Q: 3 clusters Score -208168.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -208169.984375 Penalty: 781.153442 Iteration 49Q: 3 clusters Score -208170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -208170.218750 Penalty: 781.153442 Iteration 50Q: 3 clusters Score -208170.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -208171.453125 Penalty: 781.153442 Iteration 51Q: 3 clusters Score -208171.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -208172.156250 Penalty: 781.153442 Iteration 52Q: 3 clusters Score -208172.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -208173.843750 Penalty: 781.153442 Iteration 53Q: 3 clusters Score -208173.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -208175.125000 Penalty: 781.153442 Iteration 54Q: 3 clusters Score -208175.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -208176.375000 Penalty: 781.153442 Iteration 55Q: 3 clusters Score -208176.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -208176.375000 Penalty: 781.153442 Iteration 56F: 3 clusters Score -208176.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (89331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89331 members Entering Unmasked Estep Score: -3739944.750000 Penalty: 518.704712 Iteration 0F: 2 clusters Score -3739945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44755 members Mstep: Class 2 contains 44576 members Entering Unmasked Estep Score: -3679445.500000 Penalty: 1037.409424 Iteration 0F: 3 clusters Score -3679446 nChanged 43597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48200 members Mstep: Class 2 contains 41131 members Entering Unmasked Estep Score: -3706771.250000 Penalty: 1037.409424 Iteration 1F: 3 clusters Score -3706771 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51077 members Mstep: Class 2 contains 38254 members Entering Unmasked Estep Score: -3708919.750000 Penalty: 1037.409424 Iteration 2F: 3 clusters Score -3708920 nChanged 6142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55647 members Mstep: Class 2 contains 33684 members Entering Unmasked Estep Score: -3712388.500000 Penalty: 1037.409424 Iteration 3F: 3 clusters Score -3712388 nChanged 7073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61526 members Mstep: Class 2 contains 27805 members Entering Unmasked Estep Score: -3717197.000000 Penalty: 1037.409424 Iteration 4F: 3 clusters Score -3717197 nChanged 7437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68185 members Mstep: Class 2 contains 21146 members Entering Unmasked Estep Score: -3723052.250000 Penalty: 1037.409424 Iteration 5F: 3 clusters Score -3723052 nChanged 6405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74162 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -3728324.750000 Penalty: 1037.409424 Iteration 6F: 3 clusters Score -3728325 nChanged 4857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78831 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -3732376.500000 Penalty: 1037.409424 Iteration 7F: 3 clusters Score -3732376 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82189 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -3735117.000000 Penalty: 1037.409424 Iteration 8Q: 3 clusters Score -3735117 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84413 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -3736949.250000 Penalty: 1037.409424 Iteration 9Q: 3 clusters Score -3736949 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85786 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -3738216.250000 Penalty: 1037.409424 Iteration 10Q: 3 clusters Score -3738216 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86509 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -3738870.500000 Penalty: 1037.409424 Iteration 11Q: 3 clusters Score -3738870 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86873 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -3739191.750000 Penalty: 1037.409424 Iteration 12Q: 3 clusters Score -3739192 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87101 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -3739343.750000 Penalty: 1037.409424 Iteration 13Q: 3 clusters Score -3739344 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87300 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -3739418.750000 Penalty: 1037.409424 Iteration 14Q: 3 clusters Score -3739419 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87454 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -3739479.500000 Penalty: 1037.409424 Iteration 15Q: 3 clusters Score -3739480 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87597 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -3739529.250000 Penalty: 1037.409424 Iteration 16Q: 3 clusters Score -3739529 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87684 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -3739538.250000 Penalty: 1037.409424 Iteration 17Q: 3 clusters Score -3739538 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87762 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -3739554.750000 Penalty: 1037.409424 Iteration 18Q: 3 clusters Score -3739555 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87817 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -3739566.500000 Penalty: 1037.409424 Iteration 19Q: 3 clusters Score -3739566 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87868 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3739573.250000 Penalty: 1037.409424 Iteration 20F: 3 clusters Score -3739573 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87920 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -3739582.250000 Penalty: 1037.409424 Iteration 21Q: 3 clusters Score -3739582 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87963 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -3739595.500000 Penalty: 1037.409424 Iteration 22Q: 3 clusters Score -3739596 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87996 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3739608.250000 Penalty: 1037.409424 Iteration 23Q: 3 clusters Score -3739608 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88025 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3739617.750000 Penalty: 1037.409424 Iteration 24Q: 3 clusters Score -3739618 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88050 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -3739616.500000 Penalty: 1037.409424 Iteration 25Q: 3 clusters Score -3739616 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88078 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -3739626.500000 Penalty: 1037.409424 Iteration 26Q: 3 clusters Score -3739626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88097 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -3739633.750000 Penalty: 1037.409424 Iteration 27Q: 3 clusters Score -3739634 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88116 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -3739643.500000 Penalty: 1037.409424 Iteration 28Q: 3 clusters Score -3739644 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88129 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -3739647.250000 Penalty: 1037.409424 Iteration 29Q: 3 clusters Score -3739647 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88141 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3739651.750000 Penalty: 1037.409424 Iteration 30Q: 3 clusters Score -3739652 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88156 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3739654.250000 Penalty: 1037.409424 Iteration 31Q: 3 clusters Score -3739654 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88166 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3739652.250000 Penalty: 1037.409424 Iteration 32Q: 3 clusters Score -3739652 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88173 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -3739660.500000 Penalty: 1037.409424 Iteration 33Q: 3 clusters Score -3739660 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88185 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -3739658.750000 Penalty: 1037.409424 Iteration 34Q: 3 clusters Score -3739659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88202 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -3739661.500000 Penalty: 1037.409424 Iteration 35Q: 3 clusters Score -3739662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88213 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -3739666.500000 Penalty: 1037.409424 Iteration 36Q: 3 clusters Score -3739666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88219 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -3739663.500000 Penalty: 1037.409424 Iteration 37Q: 3 clusters Score -3739664 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88228 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3739666.250000 Penalty: 1037.409424 Iteration 38Q: 3 clusters Score -3739666 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88242 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3739661.250000 Penalty: 1037.409424 Iteration 39Q: 3 clusters Score -3739661 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88250 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -3739668.250000 Penalty: 1037.409424 Iteration 40F: 3 clusters Score -3739668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88256 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -3739663.000000 Penalty: 1037.409424 Iteration 41Q: 3 clusters Score -3739663 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88264 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -3739665.500000 Penalty: 1037.409424 Iteration 42Q: 3 clusters Score -3739666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88268 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -3739662.750000 Penalty: 1037.409424 Iteration 43Q: 3 clusters Score -3739663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88271 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -3739665.250000 Penalty: 1037.409424 Iteration 44Q: 3 clusters Score -3739665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88273 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -3739664.000000 Penalty: 1037.409424 Iteration 45Q: 3 clusters Score -3739664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88277 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -3739664.250000 Penalty: 1037.409424 Iteration 46Q: 3 clusters Score -3739664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88278 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -3739663.500000 Penalty: 1037.409424 Iteration 47Q: 3 clusters Score -3739664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88279 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -3739664.000000 Penalty: 1037.409424 Iteration 48Q: 3 clusters Score -3739664 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88279 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -3739669.250000 Penalty: 1037.409424 Iteration 49Q: 3 clusters Score -3739669 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88282 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -3739668.500000 Penalty: 1037.409424 Iteration 50Q: 3 clusters Score -3739668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88283 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3739670.750000 Penalty: 1037.409424 Iteration 51Q: 3 clusters Score -3739671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88285 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -3739666.500000 Penalty: 1037.409424 Iteration 52Q: 3 clusters Score -3739666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88287 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -3739663.000000 Penalty: 1037.409424 Iteration 53Q: 3 clusters Score -3739663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88291 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -3739665.000000 Penalty: 1037.409424 Iteration 54Q: 3 clusters Score -3739665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88294 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -3739666.750000 Penalty: 1037.409424 Iteration 55Q: 3 clusters Score -3739667 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88296 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -3739668.500000 Penalty: 1037.409424 Iteration 56Q: 3 clusters Score -3739668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88297 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -3739668.000000 Penalty: 1037.409424 Iteration 57Q: 3 clusters Score -3739668 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88297 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -3739668.000000 Penalty: 1037.409424 Iteration 58F: 3 clusters Score -3739668 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Entering Unmasked Estep Score: -77962.726562 Penalty: 358.524994 Iteration 0F: 2 clusters Score -77962.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -76109.101562 Penalty: 717.049988 Iteration 0F: 3 clusters Score -76109.1 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -77084.250000 Penalty: 717.049988 Iteration 1F: 3 clusters Score -77084.25 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -77349.000000 Penalty: 717.049988 Iteration 2F: 3 clusters Score -77349 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -77583.484375 Penalty: 717.049988 Iteration 3F: 3 clusters Score -77583.48 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -77761.804688 Penalty: 717.049988 Iteration 4F: 3 clusters Score -77761.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -77906.835938 Penalty: 717.049988 Iteration 5Q: 3 clusters Score -77906.84 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -78041.179688 Penalty: 717.049988 Iteration 6Q: 3 clusters Score -78041.18 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -78162.820312 Penalty: 717.049988 Iteration 7Q: 3 clusters Score -78162.82 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -78262.593750 Penalty: 717.049988 Iteration 8Q: 3 clusters Score -78262.59 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -78333.710938 Penalty: 717.049988 Iteration 9Q: 3 clusters Score -78333.71 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -78364.398438 Penalty: 717.049988 Iteration 10Q: 3 clusters Score -78364.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -78378.062500 Penalty: 717.049988 Iteration 11Q: 3 clusters Score -78378.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -78381.015625 Penalty: 717.049988 Iteration 12Q: 3 clusters Score -78381.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -78382.070312 Penalty: 717.049988 Iteration 13Q: 3 clusters Score -78382.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -78382.257812 Penalty: 717.049988 Iteration 14Q: 3 clusters Score -78382.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -78382.578125 Penalty: 717.049988 Iteration 15Q: 3 clusters Score -78382.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -78382.734375 Penalty: 717.049988 Iteration 16Q: 3 clusters Score -78382.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -78384.679688 Penalty: 717.049988 Iteration 17F: 3 clusters Score -78384.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -78386.164062 Penalty: 717.049988 Iteration 18Q: 3 clusters Score -78386.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -78386.671875 Penalty: 717.049988 Iteration 19Q: 3 clusters Score -78386.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -78386.695312 Penalty: 717.049988 Iteration 20F: 3 clusters Score -78386.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Entering Unmasked Estep Score: -14443784.000000 Penalty: 21104.169922 Splitting cluster 17 changes total score from -14439685.000000 to -14443784.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 18 (7412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Entering Unmasked Estep Score: -279628.687500 Penalty: 405.443909 Iteration 0F: 2 clusters Score -279628.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -274668.250000 Penalty: 810.887817 Iteration 0F: 3 clusters Score -274668.2 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -276708.718750 Penalty: 810.887817 Iteration 1F: 3 clusters Score -276708.7 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -276954.937500 Penalty: 810.887817 Iteration 2F: 3 clusters Score -276954.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -277215.843750 Penalty: 810.887817 Iteration 3F: 3 clusters Score -277215.8 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -277513.375000 Penalty: 810.887817 Iteration 4F: 3 clusters Score -277513.4 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -277830.031250 Penalty: 810.887817 Iteration 5F: 3 clusters Score -277830 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -278165.062500 Penalty: 810.887817 Iteration 6F: 3 clusters Score -278165.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -278428.187500 Penalty: 810.887817 Iteration 7F: 3 clusters Score -278428.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -278600.843750 Penalty: 810.887817 Iteration 8Q: 3 clusters Score -278600.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -278697.687500 Penalty: 810.887817 Iteration 9Q: 3 clusters Score -278697.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -278782.187500 Penalty: 810.887817 Iteration 10Q: 3 clusters Score -278782.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -278864.781250 Penalty: 810.887817 Iteration 11Q: 3 clusters Score -278864.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -278934.125000 Penalty: 810.887817 Iteration 12Q: 3 clusters Score -278934.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -278999.750000 Penalty: 810.887817 Iteration 13Q: 3 clusters Score -278999.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -279072.500000 Penalty: 810.887817 Iteration 14Q: 3 clusters Score -279072.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -279139.906250 Penalty: 810.887817 Iteration 15Q: 3 clusters Score -279139.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -279206.906250 Penalty: 810.887817 Iteration 16Q: 3 clusters Score -279206.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -279259.000000 Penalty: 810.887817 Iteration 17Q: 3 clusters Score -279259 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -279301.906250 Penalty: 810.887817 Iteration 18Q: 3 clusters Score -279301.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -279336.031250 Penalty: 810.887817 Iteration 19Q: 3 clusters Score -279336 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -279374.406250 Penalty: 810.887817 Iteration 20F: 3 clusters Score -279374.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -279406.656250 Penalty: 810.887817 Iteration 21Q: 3 clusters Score -279406.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -279438.218750 Penalty: 810.887817 Iteration 22Q: 3 clusters Score -279438.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -279481.062500 Penalty: 810.887817 Iteration 23Q: 3 clusters Score -279481.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -279515.906250 Penalty: 810.887817 Iteration 24Q: 3 clusters Score -279515.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -279552.906250 Penalty: 810.887817 Iteration 25Q: 3 clusters Score -279552.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -279585.156250 Penalty: 810.887817 Iteration 26Q: 3 clusters Score -279585.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -279610.125000 Penalty: 810.887817 Iteration 27Q: 3 clusters Score -279610.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -279645.375000 Penalty: 810.887817 Iteration 28Q: 3 clusters Score -279645.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -279666.625000 Penalty: 810.887817 Iteration 29Q: 3 clusters Score -279666.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -279680.906250 Penalty: 810.887817 Iteration 30Q: 3 clusters Score -279680.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -279688.750000 Penalty: 810.887817 Iteration 31Q: 3 clusters Score -279688.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -279693.906250 Penalty: 810.887817 Iteration 32Q: 3 clusters Score -279693.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -279696.500000 Penalty: 810.887817 Iteration 33Q: 3 clusters Score -279696.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -279698.062500 Penalty: 810.887817 Iteration 34Q: 3 clusters Score -279698.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -279697.750000 Penalty: 810.887817 Iteration 35Q: 3 clusters Score -279697.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -279698.281250 Penalty: 810.887817 Iteration 36Q: 3 clusters Score -279698.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -279698.437500 Penalty: 810.887817 Iteration 37Q: 3 clusters Score -279698.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -279699.562500 Penalty: 810.887817 Iteration 38Q: 3 clusters Score -279699.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -279699.718750 Penalty: 810.887817 Iteration 39Q: 3 clusters Score -279699.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -279700.156250 Penalty: 810.887817 Iteration 40F: 3 clusters Score -279700.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -279700.843750 Penalty: 810.887817 Iteration 41Q: 3 clusters Score -279700.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -279701.875000 Penalty: 810.887817 Iteration 42Q: 3 clusters Score -279701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -279703.031250 Penalty: 810.887817 Iteration 43Q: 3 clusters Score -279703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -279705.093750 Penalty: 810.887817 Iteration 44Q: 3 clusters Score -279705.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -279705.843750 Penalty: 810.887817 Iteration 45Q: 3 clusters Score -279705.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -279707.062500 Penalty: 810.887817 Iteration 46Q: 3 clusters Score -279707.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -279708.062500 Penalty: 810.887817 Iteration 47Q: 3 clusters Score -279708.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -279709.375000 Penalty: 810.887817 Iteration 48Q: 3 clusters Score -279709.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -279709.687500 Penalty: 810.887817 Iteration 49Q: 3 clusters Score -279709.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -279710.125000 Penalty: 810.887817 Iteration 50Q: 3 clusters Score -279710.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -279710.468750 Penalty: 810.887817 Iteration 51Q: 3 clusters Score -279710.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -279711.937500 Penalty: 810.887817 Iteration 52Q: 3 clusters Score -279711.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -279711.843750 Penalty: 810.887817 Iteration 53Q: 3 clusters Score -279711.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -279712.750000 Penalty: 810.887817 Iteration 54Q: 3 clusters Score -279712.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -279712.500000 Penalty: 810.887817 Iteration 55Q: 3 clusters Score -279712.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -279712.656250 Penalty: 810.887817 Iteration 56Q: 3 clusters Score -279712.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -279712.343750 Penalty: 810.887817 Iteration 57Q: 3 clusters Score -279712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -279712.343750 Penalty: 810.887817 Iteration 58F: 3 clusters Score -279712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 4347 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Entering Unmasked Estep Score: -14443701.000000 Penalty: 21690.396484 Splitting cluster 18 changes total score from -14439685.000000 to -14443701.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -160797.156250 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160797.2 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -161962.437500 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161962.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -162137.859375 Penalty: 759.349976 Iteration 2F: 3 clusters Score -162137.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -162314.906250 Penalty: 759.349976 Iteration 3F: 3 clusters Score -162314.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -162509.171875 Penalty: 759.349976 Iteration 4F: 3 clusters Score -162509.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -162719.250000 Penalty: 759.349976 Iteration 5F: 3 clusters Score -162719.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -162919.484375 Penalty: 759.349976 Iteration 6F: 3 clusters Score -162919.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -163073.968750 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -163074 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -163185.453125 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -163185.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -163250.328125 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -163250.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -163292.343750 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -163292.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -163319.546875 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -163319.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -163328.765625 Penalty: 759.349976 Iteration 12Q: 3 clusters Score -163328.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -163338.718750 Penalty: 759.349976 Iteration 13Q: 3 clusters Score -163338.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -163343.812500 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -163343.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -163352.234375 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -163352.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -163357.093750 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -163357.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -163358.890625 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -163358.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -163362.640625 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163362.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -163365.109375 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163365.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -163367.578125 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163367.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -163370.328125 Penalty: 759.349976 Iteration 21Q: 3 clusters Score -163370.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -163370.328125 Penalty: 759.349976 Iteration 22F: 3 clusters Score -163370.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Entering Unmasked Estep Score: -144070.234375 Penalty: 381.164459 Iteration 0F: 2 clusters Score -144070.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -141155.703125 Penalty: 762.328918 Iteration 0F: 3 clusters Score -141155.7 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -142267.671875 Penalty: 762.328918 Iteration 1F: 3 clusters Score -142267.7 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -142456.890625 Penalty: 762.328918 Iteration 2F: 3 clusters Score -142456.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -142657.656250 Penalty: 762.328918 Iteration 3F: 3 clusters Score -142657.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -142845.921875 Penalty: 762.328918 Iteration 4F: 3 clusters Score -142845.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -143059.453125 Penalty: 762.328918 Iteration 5F: 3 clusters Score -143059.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -143345.687500 Penalty: 762.328918 Iteration 6F: 3 clusters Score -143345.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -143803.562500 Penalty: 762.328918 Iteration 7F: 3 clusters Score -143803.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -144119.406250 Penalty: 762.328918 Iteration 8F: 3 clusters Score -144119.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -144318.953125 Penalty: 762.328918 Iteration 9Q: 3 clusters Score -144319 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -144530.484375 Penalty: 762.328918 Iteration 10Q: 3 clusters Score -144530.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -144827.125000 Penalty: 762.328918 Iteration 11Q: 3 clusters Score -144827.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -144969.984375 Penalty: 762.328918 Iteration 12Q: 3 clusters Score -144970 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -144987.375000 Penalty: 762.328918 Iteration 13Q: 3 clusters Score -144987.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -144992.890625 Penalty: 762.328918 Iteration 14Q: 3 clusters Score -144992.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -144997.109375 Penalty: 762.328918 Iteration 15Q: 3 clusters Score -144997.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -144999.609375 Penalty: 762.328918 Iteration 16Q: 3 clusters Score -144999.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -144999.953125 Penalty: 762.328918 Iteration 17Q: 3 clusters Score -145000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -144999.953125 Penalty: 762.328918 Iteration 18F: 3 clusters Score -145000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 827 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Mstep: Class 38 contains 2065 members Entering Unmasked Estep Score: -14444440.000000 Penalty: 22276.623047 Splitting cluster 20 changes total score from -14439685.000000 to -14444440.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7585.605957 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7585.606 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7695.945312 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7695.945 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7745.673828 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7745.674 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7768.089844 Penalty: 511.785614 Iteration 3F: 3 clusters Score -7768.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7771.613281 Penalty: 511.785614 Iteration 4Q: 3 clusters Score -7771.613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7778.960449 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7778.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7783.436523 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7783.437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7790.916504 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7790.917 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7793.489258 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7793.489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7796.020508 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -7796.021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7796.863770 Penalty: 511.785614 Iteration 10Q: 3 clusters Score -7796.864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7797.709961 Penalty: 511.785614 Iteration 11Q: 3 clusters Score -7797.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7798.127930 Penalty: 511.785614 Iteration 12Q: 3 clusters Score -7798.128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7798.127930 Penalty: 511.785614 Iteration 13F: 3 clusters Score -7798.128 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -44942.878906 Penalty: 323.051239 Iteration 0F: 2 clusters Score -44942.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -44014.171875 Penalty: 646.102478 Iteration 0F: 3 clusters Score -44014.17 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -44287.269531 Penalty: 646.102478 Iteration 1F: 3 clusters Score -44287.27 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -44347.273438 Penalty: 646.102478 Iteration 2F: 3 clusters Score -44347.27 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -44403.488281 Penalty: 646.102478 Iteration 3F: 3 clusters Score -44403.49 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -44446.660156 Penalty: 646.102478 Iteration 4Q: 3 clusters Score -44446.66 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -44484.113281 Penalty: 646.102478 Iteration 5Q: 3 clusters Score -44484.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -44506.109375 Penalty: 646.102478 Iteration 6Q: 3 clusters Score -44506.11 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -44519.789062 Penalty: 646.102478 Iteration 7Q: 3 clusters Score -44519.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -44531.777344 Penalty: 646.102478 Iteration 8Q: 3 clusters Score -44531.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -44539.253906 Penalty: 646.102478 Iteration 9Q: 3 clusters Score -44539.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -44543.281250 Penalty: 646.102478 Iteration 10Q: 3 clusters Score -44543.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -44544.449219 Penalty: 646.102478 Iteration 11Q: 3 clusters Score -44544.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -44545.316406 Penalty: 646.102478 Iteration 12Q: 3 clusters Score -44545.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -44545.605469 Penalty: 646.102478 Iteration 13Q: 3 clusters Score -44545.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -44545.691406 Penalty: 646.102478 Iteration 14Q: 3 clusters Score -44545.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -44545.691406 Penalty: 646.102478 Iteration 15F: 3 clusters Score -44545.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Entering Unmasked Estep Score: -20603.820312 Penalty: 305.660126 Iteration 0F: 2 clusters Score -20603.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -19956.435547 Penalty: 611.320251 Iteration 0F: 3 clusters Score -19956.44 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -20245.585938 Penalty: 611.320251 Iteration 1F: 3 clusters Score -20245.59 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -20401.224609 Penalty: 611.320251 Iteration 2F: 3 clusters Score -20401.22 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -20602.414062 Penalty: 611.320251 Iteration 3F: 3 clusters Score -20602.41 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -20735.205078 Penalty: 611.320251 Iteration 4F: 3 clusters Score -20735.21 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -20786.660156 Penalty: 611.320251 Iteration 5F: 3 clusters Score -20786.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -20812.585938 Penalty: 611.320251 Iteration 6Q: 3 clusters Score -20812.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -20822.302734 Penalty: 611.320251 Iteration 7Q: 3 clusters Score -20822.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -20831.919922 Penalty: 611.320251 Iteration 8Q: 3 clusters Score -20831.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -20842.236328 Penalty: 611.320251 Iteration 9Q: 3 clusters Score -20842.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -20845.525391 Penalty: 611.320251 Iteration 10Q: 3 clusters Score -20845.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -20846.119141 Penalty: 611.320251 Iteration 11Q: 3 clusters Score -20846.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -20848.164062 Penalty: 611.320251 Iteration 12Q: 3 clusters Score -20848.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -20848.843750 Penalty: 611.320251 Iteration 13Q: 3 clusters Score -20848.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -20848.843750 Penalty: 611.320251 Iteration 14F: 3 clusters Score -20848.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 170 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 1193 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Mstep: Class 38 contains 2065 members Mstep: Class 39 contains 657 members Entering Unmasked Estep Score: -14444410.000000 Penalty: 22862.851562 Splitting cluster 23 changes total score from -14439685.000000 to -14444410.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 24 (27505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27505 members Entering Unmasked Estep Score: -1043528.312500 Penalty: 465.106598 Iteration 0F: 2 clusters Score -1043528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -1025287.500000 Penalty: 930.213196 Iteration 0F: 3 clusters Score -1025288 nChanged 13238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 13954 members Entering Unmasked Estep Score: -1033222.062500 Penalty: 930.213196 Iteration 1F: 3 clusters Score -1033222 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -1033907.687500 Penalty: 930.213196 Iteration 2F: 3 clusters Score -1033908 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -1034707.687500 Penalty: 930.213196 Iteration 3F: 3 clusters Score -1034708 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 14759 members Entering Unmasked Estep Score: -1035545.687500 Penalty: 930.213196 Iteration 4F: 3 clusters Score -1035546 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -1036503.625000 Penalty: 930.213196 Iteration 5F: 3 clusters Score -1036504 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -1037590.250000 Penalty: 930.213196 Iteration 6F: 3 clusters Score -1037590 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 15311 members Entering Unmasked Estep Score: -1038688.812500 Penalty: 930.213196 Iteration 7F: 3 clusters Score -1038689 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -1039517.812500 Penalty: 930.213196 Iteration 8Q: 3 clusters Score -1039518 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -1039977.375000 Penalty: 930.213196 Iteration 9Q: 3 clusters Score -1039977 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -1040259.187500 Penalty: 930.213196 Iteration 10Q: 3 clusters Score -1040259 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 15451 members Entering Unmasked Estep Score: -1040466.562500 Penalty: 930.213196 Iteration 11Q: 3 clusters Score -1040467 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 15496 members Entering Unmasked Estep Score: -1040615.500000 Penalty: 930.213196 Iteration 12Q: 3 clusters Score -1040616 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -1040742.500000 Penalty: 930.213196 Iteration 13Q: 3 clusters Score -1040742 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11863 members Mstep: Class 2 contains 15642 members Entering Unmasked Estep Score: -1040846.812500 Penalty: 930.213196 Iteration 14Q: 3 clusters Score -1040847 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 15726 members Entering Unmasked Estep Score: -1040927.250000 Penalty: 930.213196 Iteration 15Q: 3 clusters Score -1040927 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 15809 members Entering Unmasked Estep Score: -1041000.875000 Penalty: 930.213196 Iteration 16Q: 3 clusters Score -1041001 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -1041068.250000 Penalty: 930.213196 Iteration 17Q: 3 clusters Score -1041068 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -1041125.875000 Penalty: 930.213196 Iteration 18Q: 3 clusters Score -1041126 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -1041172.875000 Penalty: 930.213196 Iteration 19Q: 3 clusters Score -1041173 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 16176 members Entering Unmasked Estep Score: -1041219.250000 Penalty: 930.213196 Iteration 20F: 3 clusters Score -1041219 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 16268 members Entering Unmasked Estep Score: -1041261.312500 Penalty: 930.213196 Iteration 21Q: 3 clusters Score -1041261 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -1041313.312500 Penalty: 930.213196 Iteration 22Q: 3 clusters Score -1041313 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 16488 members Entering Unmasked Estep Score: -1041353.375000 Penalty: 930.213196 Iteration 23Q: 3 clusters Score -1041353 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 16588 members Entering Unmasked Estep Score: -1041388.250000 Penalty: 930.213196 Iteration 24Q: 3 clusters Score -1041388 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 16676 members Entering Unmasked Estep Score: -1041411.500000 Penalty: 930.213196 Iteration 25Q: 3 clusters Score -1041412 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 16786 members Entering Unmasked Estep Score: -1041437.000000 Penalty: 930.213196 Iteration 26Q: 3 clusters Score -1041437 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 16891 members Entering Unmasked Estep Score: -1041452.937500 Penalty: 930.213196 Iteration 27Q: 3 clusters Score -1041453 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 17011 members Entering Unmasked Estep Score: -1041477.000000 Penalty: 930.213196 Iteration 28Q: 3 clusters Score -1041477 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 17153 members Entering Unmasked Estep Score: -1041495.500000 Penalty: 930.213196 Iteration 29Q: 3 clusters Score -1041496 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 17288 members Entering Unmasked Estep Score: -1041515.500000 Penalty: 930.213196 Iteration 30Q: 3 clusters Score -1041516 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -1041535.187500 Penalty: 930.213196 Iteration 31Q: 3 clusters Score -1041535 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 17586 members Entering Unmasked Estep Score: -1041558.187500 Penalty: 930.213196 Iteration 32Q: 3 clusters Score -1041558 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -1041575.937500 Penalty: 930.213196 Iteration 33Q: 3 clusters Score -1041576 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 17899 members Entering Unmasked Estep Score: -1041600.750000 Penalty: 930.213196 Iteration 34Q: 3 clusters Score -1041601 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9434 members Mstep: Class 2 contains 18071 members Entering Unmasked Estep Score: -1041627.500000 Penalty: 930.213196 Iteration 35Q: 3 clusters Score -1041628 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -1041647.375000 Penalty: 930.213196 Iteration 36Q: 3 clusters Score -1041647 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1041664.750000 Penalty: 930.213196 Iteration 37Q: 3 clusters Score -1041665 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 18559 members Entering Unmasked Estep Score: -1041681.125000 Penalty: 930.213196 Iteration 38Q: 3 clusters Score -1041681 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 18710 members Entering Unmasked Estep Score: -1041697.562500 Penalty: 930.213196 Iteration 39Q: 3 clusters Score -1041698 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 18847 members Entering Unmasked Estep Score: -1041712.437500 Penalty: 930.213196 Iteration 40F: 3 clusters Score -1041712 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 18988 members Entering Unmasked Estep Score: -1041726.500000 Penalty: 930.213196 Iteration 41Q: 3 clusters Score -1041726 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -1041746.625000 Penalty: 930.213196 Iteration 42Q: 3 clusters Score -1041747 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 19294 members Entering Unmasked Estep Score: -1041771.062500 Penalty: 930.213196 Iteration 43Q: 3 clusters Score -1041771 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 19481 members Entering Unmasked Estep Score: -1041797.750000 Penalty: 930.213196 Iteration 44Q: 3 clusters Score -1041798 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 19672 members Entering Unmasked Estep Score: -1041829.375000 Penalty: 930.213196 Iteration 45Q: 3 clusters Score -1041829 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 19874 members Entering Unmasked Estep Score: -1041866.125000 Penalty: 930.213196 Iteration 46Q: 3 clusters Score -1041866 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -1041906.812500 Penalty: 930.213196 Iteration 47Q: 3 clusters Score -1041907 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 20337 members Entering Unmasked Estep Score: -1041960.500000 Penalty: 930.213196 Iteration 48Q: 3 clusters Score -1041960 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 20582 members Entering Unmasked Estep Score: -1042011.812500 Penalty: 930.213196 Iteration 49Q: 3 clusters Score -1042012 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -1042062.937500 Penalty: 930.213196 Iteration 50Q: 3 clusters Score -1042063 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 21068 members Entering Unmasked Estep Score: -1042109.500000 Penalty: 930.213196 Iteration 51Q: 3 clusters Score -1042110 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 21300 members Entering Unmasked Estep Score: -1042156.500000 Penalty: 930.213196 Iteration 52Q: 3 clusters Score -1042156 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 21513 members Entering Unmasked Estep Score: -1042192.312500 Penalty: 930.213196 Iteration 53Q: 3 clusters Score -1042192 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -1042234.812500 Penalty: 930.213196 Iteration 54Q: 3 clusters Score -1042235 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 21979 members Entering Unmasked Estep Score: -1042289.000000 Penalty: 930.213196 Iteration 55Q: 3 clusters Score -1042289 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 22240 members Entering Unmasked Estep Score: -1042344.187500 Penalty: 930.213196 Iteration 56Q: 3 clusters Score -1042344 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 22494 members Entering Unmasked Estep Score: -1042397.187500 Penalty: 930.213196 Iteration 57Q: 3 clusters Score -1042397 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 22742 members Entering Unmasked Estep Score: -1042450.437500 Penalty: 930.213196 Iteration 58Q: 3 clusters Score -1042450 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 22977 members Entering Unmasked Estep Score: -1042506.250000 Penalty: 930.213196 Iteration 59Q: 3 clusters Score -1042506 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 23223 members Entering Unmasked Estep Score: -1042555.000000 Penalty: 930.213196 Iteration 60F: 3 clusters Score -1042555 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 23446 members Entering Unmasked Estep Score: -1042612.312500 Penalty: 930.213196 Iteration 61Q: 3 clusters Score -1042612 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -1042672.562500 Penalty: 930.213196 Iteration 62Q: 3 clusters Score -1042673 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 23926 members Entering Unmasked Estep Score: -1042727.375000 Penalty: 930.213196 Iteration 63Q: 3 clusters Score -1042727 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 24157 members Entering Unmasked Estep Score: -1042786.625000 Penalty: 930.213196 Iteration 64Q: 3 clusters Score -1042787 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 24387 members Entering Unmasked Estep Score: -1042851.250000 Penalty: 930.213196 Iteration 65Q: 3 clusters Score -1042851 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 24604 members Entering Unmasked Estep Score: -1042905.062500 Penalty: 930.213196 Iteration 66Q: 3 clusters Score -1042905 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 24810 members Entering Unmasked Estep Score: -1042956.750000 Penalty: 930.213196 Iteration 67Q: 3 clusters Score -1042957 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -1043012.937500 Penalty: 930.213196 Iteration 68Q: 3 clusters Score -1043013 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -1043055.125000 Penalty: 930.213196 Iteration 69Q: 3 clusters Score -1043055 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 25301 members Entering Unmasked Estep Score: -1043078.500000 Penalty: 930.213196 Iteration 70Q: 3 clusters Score -1043078 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 25441 members Entering Unmasked Estep Score: -1043105.500000 Penalty: 930.213196 Iteration 71Q: 3 clusters Score -1043106 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 25554 members Entering Unmasked Estep Score: -1043131.875000 Penalty: 930.213196 Iteration 72Q: 3 clusters Score -1043132 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 25660 members Entering Unmasked Estep Score: -1043155.312500 Penalty: 930.213196 Iteration 73Q: 3 clusters Score -1043155 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 25756 members Entering Unmasked Estep Score: -1043179.187500 Penalty: 930.213196 Iteration 74Q: 3 clusters Score -1043179 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 25849 members Entering Unmasked Estep Score: -1043199.687500 Penalty: 930.213196 Iteration 75Q: 3 clusters Score -1043200 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 25937 members Entering Unmasked Estep Score: -1043217.937500 Penalty: 930.213196 Iteration 76Q: 3 clusters Score -1043218 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 25996 members Entering Unmasked Estep Score: -1043225.500000 Penalty: 930.213196 Iteration 77Q: 3 clusters Score -1043226 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 26058 members Entering Unmasked Estep Score: -1043233.687500 Penalty: 930.213196 Iteration 78Q: 3 clusters Score -1043234 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 26112 members Entering Unmasked Estep Score: -1043244.187500 Penalty: 930.213196 Iteration 79Q: 3 clusters Score -1043244 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 26165 members Entering Unmasked Estep Score: -1043248.500000 Penalty: 930.213196 Iteration 80F: 3 clusters Score -1043248 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 26204 members Entering Unmasked Estep Score: -1043254.562500 Penalty: 930.213196 Iteration 81Q: 3 clusters Score -1043255 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 26240 members Entering Unmasked Estep Score: -1043259.500000 Penalty: 930.213196 Iteration 82Q: 3 clusters Score -1043260 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 26278 members Entering Unmasked Estep Score: -1043268.187500 Penalty: 930.213196 Iteration 83Q: 3 clusters Score -1043268 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 26312 members Entering Unmasked Estep Score: -1043275.312500 Penalty: 930.213196 Iteration 84Q: 3 clusters Score -1043275 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -1043280.812500 Penalty: 930.213196 Iteration 85Q: 3 clusters Score -1043281 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 26364 members Entering Unmasked Estep Score: -1043286.750000 Penalty: 930.213196 Iteration 86Q: 3 clusters Score -1043287 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -1043290.187500 Penalty: 930.213196 Iteration 87Q: 3 clusters Score -1043290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -1043291.250000 Penalty: 930.213196 Iteration 88Q: 3 clusters Score -1043291 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 26430 members Entering Unmasked Estep Score: -1043294.750000 Penalty: 930.213196 Iteration 89Q: 3 clusters Score -1043295 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 26448 members Entering Unmasked Estep Score: -1043298.250000 Penalty: 930.213196 Iteration 90Q: 3 clusters Score -1043298 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 26463 members Entering Unmasked Estep Score: -1043298.562500 Penalty: 930.213196 Iteration 91Q: 3 clusters Score -1043299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 26472 members Entering Unmasked Estep Score: -1043301.312500 Penalty: 930.213196 Iteration 92Q: 3 clusters Score -1043301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 26483 members Entering Unmasked Estep Score: -1043304.625000 Penalty: 930.213196 Iteration 93Q: 3 clusters Score -1043305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 26492 members Entering Unmasked Estep Score: -1043306.062500 Penalty: 930.213196 Iteration 94Q: 3 clusters Score -1043306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 26501 members Entering Unmasked Estep Score: -1043303.562500 Penalty: 930.213196 Iteration 95Q: 3 clusters Score -1043304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 26509 members Entering Unmasked Estep Score: -1043305.812500 Penalty: 930.213196 Iteration 96Q: 3 clusters Score -1043306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 26514 members Entering Unmasked Estep Score: -1043308.125000 Penalty: 930.213196 Iteration 97Q: 3 clusters Score -1043308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 26516 members Entering Unmasked Estep Score: -1043308.562500 Penalty: 930.213196 Iteration 98Q: 3 clusters Score -1043309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 26517 members Entering Unmasked Estep Score: -1043308.000000 Penalty: 930.213196 Iteration 99Q: 3 clusters Score -1043308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 26520 members Entering Unmasked Estep Score: -1043307.750000 Penalty: 930.213196 Iteration 100F: 3 clusters Score -1043308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -1043308.437500 Penalty: 930.213196 Iteration 101Q: 3 clusters Score -1043308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 26524 members Entering Unmasked Estep Score: -1043308.562500 Penalty: 930.213196 Iteration 102Q: 3 clusters Score -1043309 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 26528 members Entering Unmasked Estep Score: -1043308.125000 Penalty: 930.213196 Iteration 103Q: 3 clusters Score -1043308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 26532 members Entering Unmasked Estep Score: -1043309.625000 Penalty: 930.213196 Iteration 104Q: 3 clusters Score -1043310 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 26539 members Entering Unmasked Estep Score: -1043307.875000 Penalty: 930.213196 Iteration 105Q: 3 clusters Score -1043308 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26544 members Entering Unmasked Estep Score: -1043311.312500 Penalty: 930.213196 Iteration 106Q: 3 clusters Score -1043311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 26546 members Entering Unmasked Estep Score: -1043312.250000 Penalty: 930.213196 Iteration 107Q: 3 clusters Score -1043312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 26547 members Entering Unmasked Estep Score: -1043311.437500 Penalty: 930.213196 Iteration 108Q: 3 clusters Score -1043311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 26549 members Entering Unmasked Estep Score: -1043310.875000 Penalty: 930.213196 Iteration 109Q: 3 clusters Score -1043311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 26550 members Entering Unmasked Estep Score: -1043310.687500 Penalty: 930.213196 Iteration 110Q: 3 clusters Score -1043311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 26552 members Entering Unmasked Estep Score: -1043311.000000 Penalty: 930.213196 Iteration 111Q: 3 clusters Score -1043311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 26554 members Entering Unmasked Estep Score: -1043311.937500 Penalty: 930.213196 Iteration 112Q: 3 clusters Score -1043312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 26558 members Entering Unmasked Estep Score: -1043310.875000 Penalty: 930.213196 Iteration 113Q: 3 clusters Score -1043311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 26563 members Entering Unmasked Estep Score: -1043310.437500 Penalty: 930.213196 Iteration 114Q: 3 clusters Score -1043310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 26566 members Entering Unmasked Estep Score: -1043310.750000 Penalty: 930.213196 Iteration 115Q: 3 clusters Score -1043311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 26571 members Entering Unmasked Estep Score: -1043311.062500 Penalty: 930.213196 Iteration 116Q: 3 clusters Score -1043311 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 26575 members Entering Unmasked Estep Score: -1043313.437500 Penalty: 930.213196 Iteration 117Q: 3 clusters Score -1043313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 26579 members Entering Unmasked Estep Score: -1043312.125000 Penalty: 930.213196 Iteration 118Q: 3 clusters Score -1043312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 26581 members Entering Unmasked Estep Score: -1043312.875000 Penalty: 930.213196 Iteration 119Q: 3 clusters Score -1043313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 26583 members Entering Unmasked Estep Score: -1043312.750000 Penalty: 930.213196 Iteration 120F: 3 clusters Score -1043313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 26585 members Entering Unmasked Estep Score: -1043313.187500 Penalty: 930.213196 Iteration 121Q: 3 clusters Score -1043313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 26588 members Entering Unmasked Estep Score: -1043313.187500 Penalty: 930.213196 Iteration 122Q: 3 clusters Score -1043313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 26591 members Entering Unmasked Estep Score: -1043314.562500 Penalty: 930.213196 Iteration 123Q: 3 clusters Score -1043315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 26594 members Entering Unmasked Estep Score: -1043314.937500 Penalty: 930.213196 Iteration 124Q: 3 clusters Score -1043315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 26594 members Entering Unmasked Estep Score: -1043314.937500 Penalty: 930.213196 Iteration 125F: 3 clusters Score -1043315 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (8189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Entering Unmasked Estep Score: -320376.875000 Penalty: 409.979889 Iteration 0F: 2 clusters Score -320376.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -314905.812500 Penalty: 819.959778 Iteration 0F: 3 clusters Score -314905.8 nChanged 3796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -317104.218750 Penalty: 819.959778 Iteration 1F: 3 clusters Score -317104.2 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -317419.093750 Penalty: 819.959778 Iteration 2F: 3 clusters Score -317419.1 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -317847.375000 Penalty: 819.959778 Iteration 3F: 3 clusters Score -317847.4 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -318409.875000 Penalty: 819.959778 Iteration 4F: 3 clusters Score -318409.9 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -318943.781250 Penalty: 819.959778 Iteration 5F: 3 clusters Score -318943.8 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -319340.125000 Penalty: 819.959778 Iteration 6F: 3 clusters Score -319340.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -319549.843750 Penalty: 819.959778 Iteration 7Q: 3 clusters Score -319549.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -319669.250000 Penalty: 819.959778 Iteration 8Q: 3 clusters Score -319669.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -319748.375000 Penalty: 819.959778 Iteration 9Q: 3 clusters Score -319748.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -319795.218750 Penalty: 819.959778 Iteration 10Q: 3 clusters Score -319795.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -319830.812500 Penalty: 819.959778 Iteration 11Q: 3 clusters Score -319830.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -319871.281250 Penalty: 819.959778 Iteration 12Q: 3 clusters Score -319871.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -319901.781250 Penalty: 819.959778 Iteration 13Q: 3 clusters Score -319901.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -319924.375000 Penalty: 819.959778 Iteration 14Q: 3 clusters Score -319924.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -319941.468750 Penalty: 819.959778 Iteration 15Q: 3 clusters Score -319941.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -319969.312500 Penalty: 819.959778 Iteration 16Q: 3 clusters Score -319969.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -319999.156250 Penalty: 819.959778 Iteration 17Q: 3 clusters Score -319999.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -320021.968750 Penalty: 819.959778 Iteration 18Q: 3 clusters Score -320022 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -320042.031250 Penalty: 819.959778 Iteration 19Q: 3 clusters Score -320042 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -320060.281250 Penalty: 819.959778 Iteration 20F: 3 clusters Score -320060.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -320072.718750 Penalty: 819.959778 Iteration 21Q: 3 clusters Score -320072.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -320085.531250 Penalty: 819.959778 Iteration 22Q: 3 clusters Score -320085.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -320095.156250 Penalty: 819.959778 Iteration 23Q: 3 clusters Score -320095.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -320111.093750 Penalty: 819.959778 Iteration 24Q: 3 clusters Score -320111.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -320129.687500 Penalty: 819.959778 Iteration 25Q: 3 clusters Score -320129.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -320146.250000 Penalty: 819.959778 Iteration 26Q: 3 clusters Score -320146.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -320163.593750 Penalty: 819.959778 Iteration 27Q: 3 clusters Score -320163.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -320179.593750 Penalty: 819.959778 Iteration 28Q: 3 clusters Score -320179.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -320194.593750 Penalty: 819.959778 Iteration 29Q: 3 clusters Score -320194.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -320202.375000 Penalty: 819.959778 Iteration 30Q: 3 clusters Score -320202.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -320207.156250 Penalty: 819.959778 Iteration 31Q: 3 clusters Score -320207.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -320212.093750 Penalty: 819.959778 Iteration 32Q: 3 clusters Score -320212.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -320216.031250 Penalty: 819.959778 Iteration 33Q: 3 clusters Score -320216 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -320218.312500 Penalty: 819.959778 Iteration 34Q: 3 clusters Score -320218.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -320222.750000 Penalty: 819.959778 Iteration 35Q: 3 clusters Score -320222.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -320226.875000 Penalty: 819.959778 Iteration 36Q: 3 clusters Score -320226.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -320230.250000 Penalty: 819.959778 Iteration 37Q: 3 clusters Score -320230.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -320232.968750 Penalty: 819.959778 Iteration 38Q: 3 clusters Score -320233 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -320236.718750 Penalty: 819.959778 Iteration 39Q: 3 clusters Score -320236.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -320240.562500 Penalty: 819.959778 Iteration 40F: 3 clusters Score -320240.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -320242.968750 Penalty: 819.959778 Iteration 41Q: 3 clusters Score -320243 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -320246.937500 Penalty: 819.959778 Iteration 42Q: 3 clusters Score -320246.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -320251.125000 Penalty: 819.959778 Iteration 43Q: 3 clusters Score -320251.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -320256.406250 Penalty: 819.959778 Iteration 44Q: 3 clusters Score -320256.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -320255.968750 Penalty: 819.959778 Iteration 45Q: 3 clusters Score -320256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -320256.281250 Penalty: 819.959778 Iteration 46Q: 3 clusters Score -320256.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -320256.281250 Penalty: 819.959778 Iteration 47F: 3 clusters Score -320256.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (27766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27766 members Entering Unmasked Estep Score: -1062090.375000 Penalty: 465.536316 Iteration 0F: 2 clusters Score -1062090 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -1043562.000000 Penalty: 931.072632 Iteration 0F: 3 clusters Score -1043562 nChanged 13249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1051666.375000 Penalty: 931.072632 Iteration 1F: 3 clusters Score -1051666 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1052372.250000 Penalty: 931.072632 Iteration 2F: 3 clusters Score -1052372 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17793 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -1053259.000000 Penalty: 931.072632 Iteration 3F: 3 clusters Score -1053259 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19347 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1054336.125000 Penalty: 931.072632 Iteration 4F: 3 clusters Score -1054336 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1055705.500000 Penalty: 931.072632 Iteration 5F: 3 clusters Score -1055706 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22973 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1057265.500000 Penalty: 931.072632 Iteration 6F: 3 clusters Score -1057266 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24682 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1058844.250000 Penalty: 931.072632 Iteration 7F: 3 clusters Score -1058844 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26067 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1060167.750000 Penalty: 931.072632 Iteration 8Q: 3 clusters Score -1060168 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26966 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1061021.250000 Penalty: 931.072632 Iteration 9Q: 3 clusters Score -1061021 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27405 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1061422.125000 Penalty: 931.072632 Iteration 10Q: 3 clusters Score -1061422 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27561 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -1061575.125000 Penalty: 931.072632 Iteration 11Q: 3 clusters Score -1061575 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27614 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -1061649.125000 Penalty: 931.072632 Iteration 12Q: 3 clusters Score -1061649 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27635 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1061691.625000 Penalty: 931.072632 Iteration 13Q: 3 clusters Score -1061692 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27643 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1061708.000000 Penalty: 931.072632 Iteration 14Q: 3 clusters Score -1061708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27647 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1061713.125000 Penalty: 931.072632 Iteration 15Q: 3 clusters Score -1061713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27648 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -1061715.125000 Penalty: 931.072632 Iteration 16Q: 3 clusters Score -1061715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27650 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1061719.250000 Penalty: 931.072632 Iteration 17Q: 3 clusters Score -1061719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27652 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1061720.750000 Penalty: 931.072632 Iteration 18Q: 3 clusters Score -1061721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27652 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1061720.750000 Penalty: 931.072632 Iteration 19F: 3 clusters Score -1061721 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -47822.222656 Penalty: 322.332306 Iteration 0F: 2 clusters Score -47822.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -46939.332031 Penalty: 644.664612 Iteration 0F: 3 clusters Score -46939.33 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -47350.457031 Penalty: 644.664612 Iteration 1F: 3 clusters Score -47350.46 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -47493.710938 Penalty: 644.664612 Iteration 2F: 3 clusters Score -47493.71 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -47597.320312 Penalty: 644.664612 Iteration 3F: 3 clusters Score -47597.32 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -47701.433594 Penalty: 644.664612 Iteration 4F: 3 clusters Score -47701.43 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -47775.832031 Penalty: 644.664612 Iteration 5Q: 3 clusters Score -47775.83 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -47811.597656 Penalty: 644.664612 Iteration 6Q: 3 clusters Score -47811.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -47828.011719 Penalty: 644.664612 Iteration 7Q: 3 clusters Score -47828.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -47841.597656 Penalty: 644.664612 Iteration 8Q: 3 clusters Score -47841.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -47849.050781 Penalty: 644.664612 Iteration 9Q: 3 clusters Score -47849.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -47854.421875 Penalty: 644.664612 Iteration 10Q: 3 clusters Score -47854.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -47859.097656 Penalty: 644.664612 Iteration 11Q: 3 clusters Score -47859.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -47861.636719 Penalty: 644.664612 Iteration 12Q: 3 clusters Score -47861.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -47862.699219 Penalty: 644.664612 Iteration 13Q: 3 clusters Score -47862.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -47863.351562 Penalty: 644.664612 Iteration 14Q: 3 clusters Score -47863.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -47863.839844 Penalty: 644.664612 Iteration 15Q: 3 clusters Score -47863.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -47864.546875 Penalty: 644.664612 Iteration 16Q: 3 clusters Score -47864.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -47865.253906 Penalty: 644.664612 Iteration 17Q: 3 clusters Score -47865.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -47866.031250 Penalty: 644.664612 Iteration 18Q: 3 clusters Score -47866.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -47866.585938 Penalty: 644.664612 Iteration 19Q: 3 clusters Score -47866.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -47866.921875 Penalty: 644.664612 Iteration 20F: 3 clusters Score -47866.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -47867.027344 Penalty: 644.664612 Iteration 21Q: 3 clusters Score -47867.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -47867.027344 Penalty: 644.664612 Iteration 22F: 3 clusters Score -47867.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 170 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 403 members Mstep: Class 28 contains 1270 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Mstep: Class 38 contains 2065 members Mstep: Class 39 contains 657 members Mstep: Class 40 contains 790 members Entering Unmasked Estep Score: -14444188.000000 Penalty: 23449.078125 Splitting cluster 27 changes total score from -14439685.000000 to -14444188.000000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 28 (1270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Entering Unmasked Estep Score: -48096.359375 Penalty: 325.178131 Iteration 0F: 2 clusters Score -48096.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -47120.707031 Penalty: 650.356262 Iteration 0F: 3 clusters Score -47120.71 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -47430.183594 Penalty: 650.356262 Iteration 1F: 3 clusters Score -47430.18 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -47508.113281 Penalty: 650.356262 Iteration 2F: 3 clusters Score -47508.11 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -47619.214844 Penalty: 650.356262 Iteration 3F: 3 clusters Score -47619.21 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -47738.746094 Penalty: 650.356262 Iteration 4F: 3 clusters Score -47738.75 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -47793.617188 Penalty: 650.356262 Iteration 5F: 3 clusters Score -47793.62 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -47846.089844 Penalty: 650.356262 Iteration 6Q: 3 clusters Score -47846.09 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -47916.238281 Penalty: 650.356262 Iteration 7Q: 3 clusters Score -47916.24 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -47971.671875 Penalty: 650.356262 Iteration 8Q: 3 clusters Score -47971.67 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -48020.726562 Penalty: 650.356262 Iteration 9Q: 3 clusters Score -48020.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -48059.812500 Penalty: 650.356262 Iteration 10Q: 3 clusters Score -48059.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -48073.562500 Penalty: 650.356262 Iteration 11Q: 3 clusters Score -48073.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -48087.625000 Penalty: 650.356262 Iteration 12Q: 3 clusters Score -48087.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -48107.984375 Penalty: 650.356262 Iteration 13Q: 3 clusters Score -48107.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -48129.226562 Penalty: 650.356262 Iteration 14Q: 3 clusters Score -48129.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -48152.945312 Penalty: 650.356262 Iteration 15Q: 3 clusters Score -48152.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48196.617188 Penalty: 650.356262 Iteration 16Q: 3 clusters Score -48196.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -48255.992188 Penalty: 650.356262 Iteration 17Q: 3 clusters Score -48255.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -48313.472656 Penalty: 650.356262 Iteration 18Q: 3 clusters Score -48313.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -48349.855469 Penalty: 650.356262 Iteration 19Q: 3 clusters Score -48349.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -48361.230469 Penalty: 650.356262 Iteration 20F: 3 clusters Score -48361.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -48365.324219 Penalty: 650.356262 Iteration 21Q: 3 clusters Score -48365.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -48367.417969 Penalty: 650.356262 Iteration 22Q: 3 clusters Score -48367.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -48369.820312 Penalty: 650.356262 Iteration 23Q: 3 clusters Score -48369.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -48374.234375 Penalty: 650.356262 Iteration 24Q: 3 clusters Score -48374.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -48395.707031 Penalty: 650.356262 Iteration 25Q: 3 clusters Score -48395.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -48442.617188 Penalty: 650.356262 Iteration 26Q: 3 clusters Score -48442.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -48465.292969 Penalty: 650.356262 Iteration 27Q: 3 clusters Score -48465.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -48470.812500 Penalty: 650.356262 Iteration 28Q: 3 clusters Score -48470.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -48473.105469 Penalty: 650.356262 Iteration 29Q: 3 clusters Score -48473.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -48473.527344 Penalty: 650.356262 Iteration 30Q: 3 clusters Score -48473.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -48473.527344 Penalty: 650.356262 Iteration 31F: 3 clusters Score -48473.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 170 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 403 members Mstep: Class 28 contains 751 members Mstep: Class 29 contains 8866 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Mstep: Class 38 contains 2065 members Mstep: Class 39 contains 657 members Mstep: Class 40 contains 790 members Mstep: Class 41 contains 519 members Entering Unmasked Estep Score: -14444308.000000 Penalty: 24035.304688 Splitting cluster 28 changes total score from -14439685.000000 to -14444308.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 29 (8866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Entering Unmasked Estep Score: -296235.687500 Penalty: 413.594055 Iteration 0F: 2 clusters Score -296235.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -290428.375000 Penalty: 827.188110 Iteration 0F: 3 clusters Score -290428.4 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -293579.437500 Penalty: 827.188110 Iteration 1F: 3 clusters Score -293579.4 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -294408.531250 Penalty: 827.188110 Iteration 2F: 3 clusters Score -294408.5 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -294910.562500 Penalty: 827.188110 Iteration 3F: 3 clusters Score -294910.6 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -295219.593750 Penalty: 827.188110 Iteration 4F: 3 clusters Score -295219.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -295417.281250 Penalty: 827.188110 Iteration 5Q: 3 clusters Score -295417.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -295557.906250 Penalty: 827.188110 Iteration 6Q: 3 clusters Score -295557.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -295648.968750 Penalty: 827.188110 Iteration 7Q: 3 clusters Score -295649 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -295712.218750 Penalty: 827.188110 Iteration 8Q: 3 clusters Score -295712.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -295763.843750 Penalty: 827.188110 Iteration 9Q: 3 clusters Score -295763.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -295807.875000 Penalty: 827.188110 Iteration 10Q: 3 clusters Score -295807.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -295851.093750 Penalty: 827.188110 Iteration 11Q: 3 clusters Score -295851.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -295896.437500 Penalty: 827.188110 Iteration 12Q: 3 clusters Score -295896.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -295943.500000 Penalty: 827.188110 Iteration 13Q: 3 clusters Score -295943.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -295996.468750 Penalty: 827.188110 Iteration 14Q: 3 clusters Score -295996.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -296044.406250 Penalty: 827.188110 Iteration 15Q: 3 clusters Score -296044.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -296105.156250 Penalty: 827.188110 Iteration 16Q: 3 clusters Score -296105.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -296148.312500 Penalty: 827.188110 Iteration 17Q: 3 clusters Score -296148.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -296193.062500 Penalty: 827.188110 Iteration 18Q: 3 clusters Score -296193.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -296226.343750 Penalty: 827.188110 Iteration 19Q: 3 clusters Score -296226.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -296257.343750 Penalty: 827.188110 Iteration 20F: 3 clusters Score -296257.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -296278.937500 Penalty: 827.188110 Iteration 21Q: 3 clusters Score -296278.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -296296.187500 Penalty: 827.188110 Iteration 22Q: 3 clusters Score -296296.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -296305.187500 Penalty: 827.188110 Iteration 23Q: 3 clusters Score -296305.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -296309.625000 Penalty: 827.188110 Iteration 24Q: 3 clusters Score -296309.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -296316.000000 Penalty: 827.188110 Iteration 25Q: 3 clusters Score -296316 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -296321.000000 Penalty: 827.188110 Iteration 26Q: 3 clusters Score -296321 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -296328.906250 Penalty: 827.188110 Iteration 27Q: 3 clusters Score -296328.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -296338.000000 Penalty: 827.188110 Iteration 28Q: 3 clusters Score -296338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -296346.406250 Penalty: 827.188110 Iteration 29Q: 3 clusters Score -296346.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -296352.406250 Penalty: 827.188110 Iteration 30Q: 3 clusters Score -296352.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -296359.406250 Penalty: 827.188110 Iteration 31Q: 3 clusters Score -296359.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -296366.937500 Penalty: 827.188110 Iteration 32Q: 3 clusters Score -296366.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -296374.968750 Penalty: 827.188110 Iteration 33Q: 3 clusters Score -296375 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -296378.906250 Penalty: 827.188110 Iteration 34Q: 3 clusters Score -296378.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -296382.875000 Penalty: 827.188110 Iteration 35Q: 3 clusters Score -296382.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -296387.312500 Penalty: 827.188110 Iteration 36Q: 3 clusters Score -296387.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -296390.843750 Penalty: 827.188110 Iteration 37Q: 3 clusters Score -296390.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -296391.875000 Penalty: 827.188110 Iteration 38Q: 3 clusters Score -296391.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -296395.062500 Penalty: 827.188110 Iteration 39Q: 3 clusters Score -296395.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -296397.312500 Penalty: 827.188110 Iteration 40F: 3 clusters Score -296397.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -296398.750000 Penalty: 827.188110 Iteration 41Q: 3 clusters Score -296398.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -296398.718750 Penalty: 827.188110 Iteration 42Q: 3 clusters Score -296398.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -296398.718750 Penalty: 827.188110 Iteration 43F: 3 clusters Score -296398.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 170 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 403 members Mstep: Class 28 contains 751 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2506 members Mstep: Class 32 contains 8856 members Mstep: Class 33 contains 1497 members Mstep: Class 34 contains 732 members Mstep: Class 35 contains 33129 members Mstep: Class 36 contains 937 members Mstep: Class 37 contains 645 members Mstep: Class 38 contains 2065 members Mstep: Class 39 contains 657 members Mstep: Class 40 contains 790 members Mstep: Class 41 contains 519 members Mstep: Class 42 contains 8440 members Entering Unmasked Estep Score: -14444272.000000 Penalty: 24621.531250 Splitting cluster 29 changes total score from -14439685.000000 to -14444272.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5688.862305 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5688.862 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5734.217285 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5734.217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5742.793457 Penalty: 472.559082 Iteration 2Q: 3 clusters Score -5742.793 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5749.563965 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5749.564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5757.497070 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5757.497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -5764.745117 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -5764.745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5766.374023 Penalty: 472.559082 Iteration 6Q: 3 clusters Score -5766.374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -5767.496094 Penalty: 472.559082 Iteration 7Q: 3 clusters Score -5767.496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5768.522949 Penalty: 472.559082 Iteration 8Q: 3 clusters Score -5768.523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5768.522949 Penalty: 472.559082 Iteration 9F: 3 clusters Score -5768.523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59701 members Mstep: Class 2 contains 8992 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 2082 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 9362 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 12833 members Mstep: Class 11 contains 33743 members Mstep: Class 12 contains 5476 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 5346 members Mstep: Class 16 contains 89331 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1212 members Mstep: Class 23 contains 170 members Mstep: Class 24 contains 27505 members Mstep: Class 25 contains 8189 members Mstep: Class 26 contains 27766 members Mstep: Class 27 contains 403 members Mstep: Class 28 contains 751 members Mstep: Class 29 contains 426 members Mstep: Class 30 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -14446700.000000 Penalty: 24621.531250 Iteration 79Q: 43 clusters Score -1.44467e+07 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 59858 members Mstep: Class 2 contains 9073 members Mstep: Class 3 contains 875 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7323 members Mstep: Class 6 contains 2065 members Mstep: Class 7 contains 375 members Mstep: Class 8 contains 9354 members Mstep: Class 9 contains 8861 members Mstep: Class 10 contains 12874 members Mstep: Class 11 contains 33877 members Mstep: Class 12 contains 5530 members Mstep: Class 13 contains 1703 members Mstep: Class 14 contains 3917 members Mstep: Class 15 contains 5350 members Mstep: Class 16 contains 89310 members Mstep: Class 17 contains 1852 members Mstep: Class 18 contains 6771 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2164 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 27370 members Mstep: Class 25 contains 8180 members Mstep: Class 26 contains 27813 members Mstep: Class 27 contains 423 members Mstep: Class 28 contains 796 members Mstep: Class 29 contains 470 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2543 members Mstep: Class 32 contains 8336 members Mstep: Class 33 contains 1431 members Mstep: Class 34 contains 740 members Mstep: Class 35 contains 33023 members Mstep: Class 36 contains 909 members Mstep: Class 37 contains 652 members Mstep: Class 38 contains 1887 members Mstep: Class 39 contains 686 members Mstep: Class 40 contains 787 members Mstep: Class 41 contains 497 members Mstep: Class 42 contains 8177 members Entering Unmasked Estep ConsiderDeletion Score: -14449338.000000 Penalty: 24621.531250 Iteration 80F: 43 clusters Score -1.444934e+07 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 59771 members Mstep: Class 2 contains 9085 members Mstep: Class 3 contains 884 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 7467 members Mstep: Class 6 contains 2030 members Mstep: Class 7 contains 386 members Mstep: Class 8 contains 9242 members Mstep: Class 9 contains 8829 members Mstep: Class 10 contains 12893 members Mstep: Class 11 contains 33841 members Mstep: Class 12 contains 5570 members Mstep: Class 13 contains 1694 members Mstep: Class 14 contains 3989 members Mstep: Class 15 contains 5271 members Mstep: Class 16 contains 89159 members Mstep: Class 17 contains 1910 members Mstep: Class 18 contains 6747 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 2005 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1244 members Mstep: Class 23 contains 220 members Mstep: Class 24 contains 27298 members Mstep: Class 25 contains 8133 members Mstep: Class 26 contains 27817 members Mstep: Class 27 contains 425 members Mstep: Class 28 contains 795 members Mstep: Class 29 contains 487 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2733 members Mstep: Class 32 contains 8275 members Mstep: Class 33 contains 1438 members Mstep: Class 34 contains 768 members Mstep: Class 35 contains 33072 members Mstep: Class 36 contains 951 members Mstep: Class 37 contains 712 members Mstep: Class 38 contains 1819 members Mstep: Class 39 contains 746 members Mstep: Class 40 contains 784 members Mstep: Class 41 contains 531 members Mstep: Class 42 contains 8288 members Entering Unmasked Estep ConsiderDeletion Score: -14450363.000000 Penalty: 24621.531250 Iteration 81Q: 43 clusters Score -1.445036e+07 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 59618 members Mstep: Class 2 contains 9084 members Mstep: Class 3 contains 896 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 7690 members Mstep: Class 6 contains 2008 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 9165 members Mstep: Class 9 contains 8809 members Mstep: Class 10 contains 12905 members Mstep: Class 11 contains 33802 members Mstep: Class 12 contains 5629 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4058 members Mstep: Class 15 contains 5231 members Mstep: Class 16 contains 89050 members Mstep: Class 17 contains 1966 members Mstep: Class 18 contains 6744 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1889 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1260 members Mstep: Class 23 contains 213 members Mstep: Class 24 contains 27237 members Mstep: Class 25 contains 8080 members Mstep: Class 26 contains 27859 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 814 members Mstep: Class 29 contains 508 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2863 members Mstep: Class 32 contains 8189 members Mstep: Class 33 contains 1434 members Mstep: Class 34 contains 778 members Mstep: Class 35 contains 33095 members Mstep: Class 36 contains 968 members Mstep: Class 37 contains 738 members Mstep: Class 38 contains 1756 members Mstep: Class 39 contains 778 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 547 members Mstep: Class 42 contains 8349 members Entering Unmasked Estep ConsiderDeletion Score: -14450813.000000 Penalty: 24621.531250 Iteration 82Q: 43 clusters Score -1.445081e+07 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 59423 members Mstep: Class 2 contains 9083 members Mstep: Class 3 contains 901 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 7925 members Mstep: Class 6 contains 1995 members Mstep: Class 7 contains 398 members Mstep: Class 8 contains 9132 members Mstep: Class 9 contains 8781 members Mstep: Class 10 contains 12908 members Mstep: Class 11 contains 33776 members Mstep: Class 12 contains 5689 members Mstep: Class 13 contains 1703 members Mstep: Class 14 contains 4129 members Mstep: Class 15 contains 5222 members Mstep: Class 16 contains 88963 members Mstep: Class 17 contains 2002 members Mstep: Class 18 contains 6746 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1791 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1277 members Mstep: Class 23 contains 211 members Mstep: Class 24 contains 27189 members Mstep: Class 25 contains 8050 members Mstep: Class 26 contains 27929 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 849 members Mstep: Class 29 contains 526 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2959 members Mstep: Class 32 contains 8064 members Mstep: Class 33 contains 1440 members Mstep: Class 34 contains 779 members Mstep: Class 35 contains 33109 members Mstep: Class 36 contains 978 members Mstep: Class 37 contains 745 members Mstep: Class 38 contains 1721 members Mstep: Class 39 contains 794 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 559 members Mstep: Class 42 contains 8356 members Entering Unmasked Estep ConsiderDeletion Score: -14450988.000000 Penalty: 24621.531250 Iteration 83Q: 43 clusters Score -1.445099e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 59200 members Mstep: Class 2 contains 9074 members Mstep: Class 3 contains 904 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 8125 members Mstep: Class 6 contains 1988 members Mstep: Class 7 contains 402 members Mstep: Class 8 contains 9094 members Mstep: Class 9 contains 8752 members Mstep: Class 10 contains 12910 members Mstep: Class 11 contains 33763 members Mstep: Class 12 contains 5755 members Mstep: Class 13 contains 1703 members Mstep: Class 14 contains 4195 members Mstep: Class 15 contains 5219 members Mstep: Class 16 contains 88877 members Mstep: Class 17 contains 2026 members Mstep: Class 18 contains 6749 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1299 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27154 members Mstep: Class 25 contains 8007 members Mstep: Class 26 contains 28001 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 915 members Mstep: Class 29 contains 539 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3030 members Mstep: Class 32 contains 7990 members Mstep: Class 33 contains 1439 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33128 members Mstep: Class 36 contains 988 members Mstep: Class 37 contains 753 members Mstep: Class 38 contains 1687 members Mstep: Class 39 contains 805 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 565 members Mstep: Class 42 contains 8377 members Entering Unmasked Estep ConsiderDeletion Score: -14451266.000000 Penalty: 24621.531250 Iteration 84Q: 43 clusters Score -1.445127e+07 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 58932 members Mstep: Class 2 contains 9050 members Mstep: Class 3 contains 917 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 8336 members Mstep: Class 6 contains 1978 members Mstep: Class 7 contains 403 members Mstep: Class 8 contains 9076 members Mstep: Class 9 contains 8727 members Mstep: Class 10 contains 12910 members Mstep: Class 11 contains 33749 members Mstep: Class 12 contains 5809 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4249 members Mstep: Class 15 contains 5215 members Mstep: Class 16 contains 88782 members Mstep: Class 17 contains 2042 members Mstep: Class 18 contains 6752 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1623 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1316 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27130 members Mstep: Class 25 contains 7968 members Mstep: Class 26 contains 28108 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 965 members Mstep: Class 29 contains 550 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3119 members Mstep: Class 32 contains 7928 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33153 members Mstep: Class 36 contains 998 members Mstep: Class 37 contains 759 members Mstep: Class 38 contains 1663 members Mstep: Class 39 contains 813 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 569 members Mstep: Class 42 contains 8380 members Entering Unmasked Estep ConsiderDeletion Score: -14451579.000000 Penalty: 24621.531250 Iteration 85Q: 43 clusters Score -1.445158e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 58648 members Mstep: Class 2 contains 9029 members Mstep: Class 3 contains 931 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 8537 members Mstep: Class 6 contains 1977 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9075 members Mstep: Class 9 contains 8700 members Mstep: Class 10 contains 12920 members Mstep: Class 11 contains 33735 members Mstep: Class 12 contains 5854 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 5219 members Mstep: Class 16 contains 88707 members Mstep: Class 17 contains 2058 members Mstep: Class 18 contains 6756 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1559 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1327 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27105 members Mstep: Class 25 contains 7941 members Mstep: Class 26 contains 28249 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1017 members Mstep: Class 29 contains 557 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3199 members Mstep: Class 32 contains 7836 members Mstep: Class 33 contains 1440 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33190 members Mstep: Class 36 contains 1006 members Mstep: Class 37 contains 761 members Mstep: Class 38 contains 1639 members Mstep: Class 39 contains 817 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 570 members Mstep: Class 42 contains 8374 members Entering Unmasked Estep ConsiderDeletion Score: -14451656.000000 Penalty: 24621.531250 Iteration 86Q: 43 clusters Score -1.445166e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 58405 members Mstep: Class 2 contains 9003 members Mstep: Class 3 contains 938 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 8728 members Mstep: Class 6 contains 1975 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9073 members Mstep: Class 9 contains 8690 members Mstep: Class 10 contains 12923 members Mstep: Class 11 contains 33722 members Mstep: Class 12 contains 5904 members Mstep: Class 13 contains 1701 members Mstep: Class 14 contains 4292 members Mstep: Class 15 contains 5221 members Mstep: Class 16 contains 88634 members Mstep: Class 17 contains 2071 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1509 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1337 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27085 members Mstep: Class 25 contains 7923 members Mstep: Class 26 contains 28347 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1038 members Mstep: Class 29 contains 568 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3277 members Mstep: Class 32 contains 7762 members Mstep: Class 33 contains 1440 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33224 members Mstep: Class 36 contains 1013 members Mstep: Class 37 contains 763 members Mstep: Class 38 contains 1615 members Mstep: Class 39 contains 819 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 572 members Mstep: Class 42 contains 8380 members Entering Unmasked Estep ConsiderDeletion Score: -14451743.000000 Penalty: 24621.531250 Iteration 87Q: 43 clusters Score -1.445174e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 58149 members Mstep: Class 2 contains 8981 members Mstep: Class 3 contains 951 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 8892 members Mstep: Class 6 contains 1971 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9072 members Mstep: Class 9 contains 8679 members Mstep: Class 10 contains 12927 members Mstep: Class 11 contains 33713 members Mstep: Class 12 contains 5942 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4303 members Mstep: Class 15 contains 5224 members Mstep: Class 16 contains 88573 members Mstep: Class 17 contains 2079 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1468 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1340 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27076 members Mstep: Class 25 contains 7910 members Mstep: Class 26 contains 28447 members Mstep: Class 27 contains 427 members Mstep: Class 28 contains 1048 members Mstep: Class 29 contains 577 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3364 members Mstep: Class 32 contains 7702 members Mstep: Class 33 contains 1442 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33253 members Mstep: Class 36 contains 1024 members Mstep: Class 37 contains 764 members Mstep: Class 38 contains 1606 members Mstep: Class 39 contains 822 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 573 members Mstep: Class 42 contains 8379 members Entering Unmasked Estep ConsiderDeletion Score: -14451778.000000 Penalty: 24621.531250 Iteration 88Q: 43 clusters Score -1.445178e+07 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 57865 members Mstep: Class 2 contains 8979 members Mstep: Class 3 contains 961 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9052 members Mstep: Class 6 contains 1969 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9080 members Mstep: Class 9 contains 8656 members Mstep: Class 10 contains 12927 members Mstep: Class 11 contains 33712 members Mstep: Class 12 contains 5978 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4309 members Mstep: Class 15 contains 5232 members Mstep: Class 16 contains 88501 members Mstep: Class 17 contains 2087 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1439 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1344 members Mstep: Class 23 contains 209 members Mstep: Class 24 contains 27060 members Mstep: Class 25 contains 7905 members Mstep: Class 26 contains 28565 members Mstep: Class 27 contains 428 members Mstep: Class 28 contains 1051 members Mstep: Class 29 contains 587 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3448 members Mstep: Class 32 contains 7650 members Mstep: Class 33 contains 1446 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33275 members Mstep: Class 36 contains 1028 members Mstep: Class 37 contains 763 members Mstep: Class 38 contains 1595 members Mstep: Class 39 contains 827 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 575 members Mstep: Class 42 contains 8384 members Entering Unmasked Estep ConsiderDeletion Score: -14451850.000000 Penalty: 24621.531250 Iteration 89Q: 43 clusters Score -1.445185e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 57594 members Mstep: Class 2 contains 8967 members Mstep: Class 3 contains 974 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9188 members Mstep: Class 6 contains 1962 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9088 members Mstep: Class 9 contains 8658 members Mstep: Class 10 contains 12927 members Mstep: Class 11 contains 33712 members Mstep: Class 12 contains 6011 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4323 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 88432 members Mstep: Class 17 contains 2092 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1417 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1352 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 27047 members Mstep: Class 25 contains 7901 members Mstep: Class 26 contains 28686 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1053 members Mstep: Class 29 contains 599 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3528 members Mstep: Class 32 contains 7599 members Mstep: Class 33 contains 1444 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33284 members Mstep: Class 36 contains 1031 members Mstep: Class 37 contains 763 members Mstep: Class 38 contains 1583 members Mstep: Class 39 contains 831 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 577 members Mstep: Class 42 contains 8388 members Entering Unmasked Estep ConsiderDeletion Score: -14451950.000000 Penalty: 24621.531250 Iteration 90Q: 43 clusters Score -1.445195e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 57337 members Mstep: Class 2 contains 8952 members Mstep: Class 3 contains 981 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9300 members Mstep: Class 6 contains 1955 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9100 members Mstep: Class 9 contains 8646 members Mstep: Class 10 contains 12935 members Mstep: Class 11 contains 33718 members Mstep: Class 12 contains 6052 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4325 members Mstep: Class 15 contains 5252 members Mstep: Class 16 contains 88391 members Mstep: Class 17 contains 2096 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1402 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1358 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 27038 members Mstep: Class 25 contains 7897 members Mstep: Class 26 contains 28800 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1052 members Mstep: Class 29 contains 610 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3593 members Mstep: Class 32 contains 7565 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 781 members Mstep: Class 35 contains 33296 members Mstep: Class 36 contains 1033 members Mstep: Class 37 contains 763 members Mstep: Class 38 contains 1571 members Mstep: Class 39 contains 836 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8377 members Entering Unmasked Estep ConsiderDeletion Score: -14451999.000000 Penalty: 24621.531250 Iteration 91Q: 43 clusters Score -1.4452e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 57072 members Mstep: Class 2 contains 8938 members Mstep: Class 3 contains 987 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9396 members Mstep: Class 6 contains 1947 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9116 members Mstep: Class 9 contains 8627 members Mstep: Class 10 contains 12939 members Mstep: Class 11 contains 33726 members Mstep: Class 12 contains 6100 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4328 members Mstep: Class 15 contains 5265 members Mstep: Class 16 contains 88358 members Mstep: Class 17 contains 2097 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1386 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1362 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 27028 members Mstep: Class 25 contains 7893 members Mstep: Class 26 contains 28914 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1055 members Mstep: Class 29 contains 620 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3642 members Mstep: Class 32 contains 7538 members Mstep: Class 33 contains 1442 members Mstep: Class 34 contains 781 members Mstep: Class 35 contains 33306 members Mstep: Class 36 contains 1033 members Mstep: Class 37 contains 763 members Mstep: Class 38 contains 1570 members Mstep: Class 39 contains 839 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8387 members Entering Unmasked Estep ConsiderDeletion Score: -14452002.000000 Penalty: 24621.531250 Iteration 92Q: 43 clusters Score -1.4452e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 56799 members Mstep: Class 2 contains 8923 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9466 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9126 members Mstep: Class 9 contains 8621 members Mstep: Class 10 contains 12943 members Mstep: Class 11 contains 33737 members Mstep: Class 12 contains 6138 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4329 members Mstep: Class 15 contains 5281 members Mstep: Class 16 contains 88330 members Mstep: Class 17 contains 2102 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1372 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1370 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 27015 members Mstep: Class 25 contains 7886 members Mstep: Class 26 contains 29060 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1053 members Mstep: Class 29 contains 627 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3690 members Mstep: Class 32 contains 7523 members Mstep: Class 33 contains 1441 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33318 members Mstep: Class 36 contains 1033 members Mstep: Class 37 contains 764 members Mstep: Class 38 contains 1565 members Mstep: Class 39 contains 841 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8394 members Entering Unmasked Estep ConsiderDeletion Score: -14452007.000000 Penalty: 24621.531250 Iteration 93Q: 43 clusters Score -1.445201e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 56512 members Mstep: Class 2 contains 8909 members Mstep: Class 3 contains 996 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9524 members Mstep: Class 6 contains 1929 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9134 members Mstep: Class 9 contains 8616 members Mstep: Class 10 contains 12945 members Mstep: Class 11 contains 33748 members Mstep: Class 12 contains 6180 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 5293 members Mstep: Class 16 contains 88317 members Mstep: Class 17 contains 2105 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1362 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1378 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 27007 members Mstep: Class 25 contains 7882 members Mstep: Class 26 contains 29208 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1052 members Mstep: Class 29 contains 632 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3739 members Mstep: Class 32 contains 7505 members Mstep: Class 33 contains 1441 members Mstep: Class 34 contains 780 members Mstep: Class 35 contains 33327 members Mstep: Class 36 contains 1032 members Mstep: Class 37 contains 766 members Mstep: Class 38 contains 1563 members Mstep: Class 39 contains 846 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8400 members Entering Unmasked Estep ConsiderDeletion Score: -14452001.000000 Penalty: 24621.531250 Iteration 94Q: 43 clusters Score -1.4452e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 56243 members Mstep: Class 2 contains 8904 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9585 members Mstep: Class 6 contains 1917 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9146 members Mstep: Class 9 contains 8594 members Mstep: Class 10 contains 12947 members Mstep: Class 11 contains 33762 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4341 members Mstep: Class 15 contains 5301 members Mstep: Class 16 contains 88293 members Mstep: Class 17 contains 2105 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1344 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1389 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26999 members Mstep: Class 25 contains 7877 members Mstep: Class 26 contains 29357 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1056 members Mstep: Class 29 contains 640 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 7492 members Mstep: Class 33 contains 1441 members Mstep: Class 34 contains 779 members Mstep: Class 35 contains 33330 members Mstep: Class 36 contains 1031 members Mstep: Class 37 contains 767 members Mstep: Class 38 contains 1561 members Mstep: Class 39 contains 850 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8394 members Entering Unmasked Estep ConsiderDeletion Score: -14452018.000000 Penalty: 24621.531250 Iteration 95Q: 43 clusters Score -1.445202e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 55993 members Mstep: Class 2 contains 8900 members Mstep: Class 3 contains 1004 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9627 members Mstep: Class 6 contains 1908 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9156 members Mstep: Class 9 contains 8565 members Mstep: Class 10 contains 12949 members Mstep: Class 11 contains 33777 members Mstep: Class 12 contains 6256 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4349 members Mstep: Class 15 contains 5306 members Mstep: Class 16 contains 88283 members Mstep: Class 17 contains 2105 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1331 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1397 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26989 members Mstep: Class 25 contains 7870 members Mstep: Class 26 contains 29506 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1060 members Mstep: Class 29 contains 648 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3833 members Mstep: Class 32 contains 7484 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 779 members Mstep: Class 35 contains 33333 members Mstep: Class 36 contains 1031 members Mstep: Class 37 contains 768 members Mstep: Class 38 contains 1558 members Mstep: Class 39 contains 852 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8395 members Entering Unmasked Estep ConsiderDeletion Score: -14452025.000000 Penalty: 24621.531250 Iteration 96Q: 43 clusters Score -1.445202e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 55744 members Mstep: Class 2 contains 8899 members Mstep: Class 3 contains 1002 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9668 members Mstep: Class 6 contains 1900 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9159 members Mstep: Class 9 contains 8534 members Mstep: Class 10 contains 12949 members Mstep: Class 11 contains 33795 members Mstep: Class 12 contains 6293 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4356 members Mstep: Class 15 contains 5307 members Mstep: Class 16 contains 88269 members Mstep: Class 17 contains 2106 members Mstep: Class 18 contains 6758 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1322 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1403 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26987 members Mstep: Class 25 contains 7870 members Mstep: Class 26 contains 29653 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1061 members Mstep: Class 29 contains 653 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3875 members Mstep: Class 32 contains 7480 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33338 members Mstep: Class 36 contains 1032 members Mstep: Class 37 contains 769 members Mstep: Class 38 contains 1556 members Mstep: Class 39 contains 854 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 578 members Mstep: Class 42 contains 8401 members Entering Unmasked Estep ConsiderDeletion Score: -14452057.000000 Penalty: 24621.531250 Iteration 97Q: 43 clusters Score -1.445206e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 55511 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9703 members Mstep: Class 6 contains 1894 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8509 members Mstep: Class 10 contains 12949 members Mstep: Class 11 contains 33813 members Mstep: Class 12 contains 6332 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4367 members Mstep: Class 15 contains 5310 members Mstep: Class 16 contains 88252 members Mstep: Class 17 contains 2107 members Mstep: Class 18 contains 6763 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1310 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1408 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26982 members Mstep: Class 25 contains 7869 members Mstep: Class 26 contains 29789 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1061 members Mstep: Class 29 contains 658 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3909 members Mstep: Class 32 contains 7478 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33341 members Mstep: Class 36 contains 1030 members Mstep: Class 37 contains 765 members Mstep: Class 38 contains 1554 members Mstep: Class 39 contains 856 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8409 members Entering Unmasked Estep ConsiderDeletion Score: -14452124.000000 Penalty: 24621.531250 Iteration 98Q: 43 clusters Score -1.445212e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 55278 members Mstep: Class 2 contains 8893 members Mstep: Class 3 contains 1006 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9741 members Mstep: Class 6 contains 1890 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9169 members Mstep: Class 9 contains 8486 members Mstep: Class 10 contains 12951 members Mstep: Class 11 contains 33829 members Mstep: Class 12 contains 6368 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4386 members Mstep: Class 15 contains 5313 members Mstep: Class 16 contains 88244 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6767 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1291 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1413 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26977 members Mstep: Class 25 contains 7867 members Mstep: Class 26 contains 29925 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1062 members Mstep: Class 29 contains 661 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3934 members Mstep: Class 32 contains 7474 members Mstep: Class 33 contains 1443 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33342 members Mstep: Class 36 contains 1028 members Mstep: Class 37 contains 761 members Mstep: Class 38 contains 1551 members Mstep: Class 39 contains 857 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8417 members Entering Unmasked Estep ConsiderDeletion Score: -14452133.000000 Penalty: 24621.531250 Iteration 99Q: 43 clusters Score -1.445213e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 55053 members Mstep: Class 2 contains 8892 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9779 members Mstep: Class 6 contains 1888 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 9172 members Mstep: Class 9 contains 8476 members Mstep: Class 10 contains 12952 members Mstep: Class 11 contains 33840 members Mstep: Class 12 contains 6406 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4397 members Mstep: Class 15 contains 5312 members Mstep: Class 16 contains 88234 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6768 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1273 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1419 members Mstep: Class 23 contains 208 members Mstep: Class 24 contains 26972 members Mstep: Class 25 contains 7865 members Mstep: Class 26 contains 30062 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1064 members Mstep: Class 29 contains 664 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3953 members Mstep: Class 32 contains 7468 members Mstep: Class 33 contains 1444 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33349 members Mstep: Class 36 contains 1028 members Mstep: Class 37 contains 760 members Mstep: Class 38 contains 1547 members Mstep: Class 39 contains 860 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8416 members Entering Unmasked Estep ConsiderDeletion Score: -14452186.000000 Penalty: 24621.531250 Iteration 100F: 43 clusters Score -1.445219e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 54819 members Mstep: Class 2 contains 8894 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9824 members Mstep: Class 6 contains 1883 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8465 members Mstep: Class 10 contains 12952 members Mstep: Class 11 contains 33848 members Mstep: Class 12 contains 6432 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4406 members Mstep: Class 15 contains 5315 members Mstep: Class 16 contains 88226 members Mstep: Class 17 contains 2113 members Mstep: Class 18 contains 6770 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1259 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1423 members Mstep: Class 23 contains 212 members Mstep: Class 24 contains 26967 members Mstep: Class 25 contains 7849 members Mstep: Class 26 contains 30214 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1082 members Mstep: Class 29 contains 667 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3974 members Mstep: Class 32 contains 7457 members Mstep: Class 33 contains 1447 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33353 members Mstep: Class 36 contains 1030 members Mstep: Class 37 contains 757 members Mstep: Class 38 contains 1550 members Mstep: Class 39 contains 861 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8409 members Entering Unmasked Estep ConsiderDeletion Score: -14452272.000000 Penalty: 24621.531250 Iteration 101Q: 43 clusters Score -1.445227e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 54584 members Mstep: Class 2 contains 8895 members Mstep: Class 3 contains 1018 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9883 members Mstep: Class 6 contains 1879 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9179 members Mstep: Class 9 contains 8457 members Mstep: Class 10 contains 12952 members Mstep: Class 11 contains 33850 members Mstep: Class 12 contains 6448 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4415 members Mstep: Class 15 contains 5321 members Mstep: Class 16 contains 88210 members Mstep: Class 17 contains 2114 members Mstep: Class 18 contains 6772 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1246 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1426 members Mstep: Class 23 contains 207 members Mstep: Class 24 contains 26965 members Mstep: Class 25 contains 7833 members Mstep: Class 26 contains 30364 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1105 members Mstep: Class 29 contains 670 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3999 members Mstep: Class 32 contains 7449 members Mstep: Class 33 contains 1453 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33357 members Mstep: Class 36 contains 1030 members Mstep: Class 37 contains 756 members Mstep: Class 38 contains 1545 members Mstep: Class 39 contains 865 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8398 members Entering Unmasked Estep ConsiderDeletion Score: -14452333.000000 Penalty: 24621.531250 Iteration 102Q: 43 clusters Score -1.445233e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 54369 members Mstep: Class 2 contains 8892 members Mstep: Class 3 contains 1022 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9931 members Mstep: Class 6 contains 1877 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9182 members Mstep: Class 9 contains 8436 members Mstep: Class 10 contains 12954 members Mstep: Class 11 contains 33861 members Mstep: Class 12 contains 6460 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4422 members Mstep: Class 15 contains 5331 members Mstep: Class 16 contains 88194 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6774 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1235 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1429 members Mstep: Class 23 contains 204 members Mstep: Class 24 contains 26961 members Mstep: Class 25 contains 7810 members Mstep: Class 26 contains 30499 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1135 members Mstep: Class 29 contains 676 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4023 members Mstep: Class 32 contains 7442 members Mstep: Class 33 contains 1458 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33361 members Mstep: Class 36 contains 1032 members Mstep: Class 37 contains 754 members Mstep: Class 38 contains 1545 members Mstep: Class 39 contains 867 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8391 members Entering Unmasked Estep ConsiderDeletion Score: -14452441.000000 Penalty: 24621.531250 Iteration 103Q: 43 clusters Score -1.445244e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 54150 members Mstep: Class 2 contains 8891 members Mstep: Class 3 contains 1025 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 9978 members Mstep: Class 6 contains 1876 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9187 members Mstep: Class 9 contains 8408 members Mstep: Class 10 contains 12954 members Mstep: Class 11 contains 33875 members Mstep: Class 12 contains 6468 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4429 members Mstep: Class 15 contains 5338 members Mstep: Class 16 contains 88182 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6774 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1224 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1429 members Mstep: Class 23 contains 202 members Mstep: Class 24 contains 26957 members Mstep: Class 25 contains 7791 members Mstep: Class 26 contains 30651 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1169 members Mstep: Class 29 contains 681 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4042 members Mstep: Class 32 contains 7437 members Mstep: Class 33 contains 1457 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33364 members Mstep: Class 36 contains 1034 members Mstep: Class 37 contains 753 members Mstep: Class 38 contains 1545 members Mstep: Class 39 contains 871 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8385 members Entering Unmasked Estep ConsiderDeletion Score: -14452453.000000 Penalty: 24621.531250 Iteration 104Q: 43 clusters Score -1.445245e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53942 members Mstep: Class 2 contains 8878 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10013 members Mstep: Class 6 contains 1877 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8389 members Mstep: Class 10 contains 12956 members Mstep: Class 11 contains 33887 members Mstep: Class 12 contains 6479 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4441 members Mstep: Class 15 contains 5349 members Mstep: Class 16 contains 88168 members Mstep: Class 17 contains 2119 members Mstep: Class 18 contains 6777 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1429 members Mstep: Class 23 contains 199 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7770 members Mstep: Class 26 contains 30803 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1199 members Mstep: Class 29 contains 685 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4062 members Mstep: Class 32 contains 7429 members Mstep: Class 33 contains 1457 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33366 members Mstep: Class 36 contains 1036 members Mstep: Class 37 contains 750 members Mstep: Class 38 contains 1546 members Mstep: Class 39 contains 877 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8383 members Entering Unmasked Estep ConsiderDeletion Score: -14452474.000000 Penalty: 24621.531250 Iteration 105Q: 43 clusters Score -1.445247e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53758 members Mstep: Class 2 contains 8866 members Mstep: Class 3 contains 1035 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10038 members Mstep: Class 6 contains 1877 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9187 members Mstep: Class 9 contains 8370 members Mstep: Class 10 contains 12958 members Mstep: Class 11 contains 33905 members Mstep: Class 12 contains 6494 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4454 members Mstep: Class 15 contains 5355 members Mstep: Class 16 contains 88162 members Mstep: Class 17 contains 2120 members Mstep: Class 18 contains 6780 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1192 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1430 members Mstep: Class 23 contains 196 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7754 members Mstep: Class 26 contains 30952 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1205 members Mstep: Class 29 contains 688 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4085 members Mstep: Class 32 contains 7421 members Mstep: Class 33 contains 1462 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33368 members Mstep: Class 36 contains 1038 members Mstep: Class 37 contains 747 members Mstep: Class 38 contains 1549 members Mstep: Class 39 contains 883 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8364 members Entering Unmasked Estep ConsiderDeletion Score: -14452478.000000 Penalty: 24621.531250 Iteration 106Q: 43 clusters Score -1.445248e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53572 members Mstep: Class 2 contains 8857 members Mstep: Class 3 contains 1039 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10061 members Mstep: Class 6 contains 1876 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9186 members Mstep: Class 9 contains 8355 members Mstep: Class 10 contains 12959 members Mstep: Class 11 contains 33925 members Mstep: Class 12 contains 6511 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4462 members Mstep: Class 15 contains 5365 members Mstep: Class 16 contains 88153 members Mstep: Class 17 contains 2120 members Mstep: Class 18 contains 6782 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1182 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1432 members Mstep: Class 23 contains 196 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7737 members Mstep: Class 26 contains 31096 members Mstep: Class 27 contains 427 members Mstep: Class 28 contains 1220 members Mstep: Class 29 contains 689 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4103 members Mstep: Class 32 contains 7409 members Mstep: Class 33 contains 1461 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33367 members Mstep: Class 36 contains 1045 members Mstep: Class 37 contains 744 members Mstep: Class 38 contains 1550 members Mstep: Class 39 contains 884 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8354 members Entering Unmasked Estep ConsiderDeletion Score: -14452494.000000 Penalty: 24621.531250 Iteration 107Q: 43 clusters Score -1.445249e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53386 members Mstep: Class 2 contains 8850 members Mstep: Class 3 contains 1045 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10086 members Mstep: Class 6 contains 1874 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9186 members Mstep: Class 9 contains 8338 members Mstep: Class 10 contains 12961 members Mstep: Class 11 contains 33945 members Mstep: Class 12 contains 6531 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4471 members Mstep: Class 15 contains 5382 members Mstep: Class 16 contains 88146 members Mstep: Class 17 contains 2122 members Mstep: Class 18 contains 6783 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1172 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1434 members Mstep: Class 23 contains 195 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7720 members Mstep: Class 26 contains 31223 members Mstep: Class 27 contains 427 members Mstep: Class 28 contains 1233 members Mstep: Class 29 contains 694 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4122 members Mstep: Class 32 contains 7400 members Mstep: Class 33 contains 1461 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33366 members Mstep: Class 36 contains 1051 members Mstep: Class 37 contains 742 members Mstep: Class 38 contains 1548 members Mstep: Class 39 contains 889 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8336 members Entering Unmasked Estep ConsiderDeletion Score: -14452523.000000 Penalty: 24621.531250 Iteration 108Q: 43 clusters Score -1.445252e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53219 members Mstep: Class 2 contains 8845 members Mstep: Class 3 contains 1052 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10105 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8323 members Mstep: Class 10 contains 12963 members Mstep: Class 11 contains 33967 members Mstep: Class 12 contains 6549 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4477 members Mstep: Class 15 contains 5394 members Mstep: Class 16 contains 88137 members Mstep: Class 17 contains 2121 members Mstep: Class 18 contains 6790 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1163 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1436 members Mstep: Class 23 contains 195 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7699 members Mstep: Class 26 contains 31337 members Mstep: Class 27 contains 427 members Mstep: Class 28 contains 1249 members Mstep: Class 29 contains 699 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4137 members Mstep: Class 32 contains 7390 members Mstep: Class 33 contains 1460 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33368 members Mstep: Class 36 contains 1056 members Mstep: Class 37 contains 735 members Mstep: Class 38 contains 1548 members Mstep: Class 39 contains 893 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8325 members Entering Unmasked Estep ConsiderDeletion Score: -14452548.000000 Penalty: 24621.531250 Iteration 109Q: 43 clusters Score -1.445255e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 53059 members Mstep: Class 2 contains 8839 members Mstep: Class 3 contains 1057 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10131 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8314 members Mstep: Class 10 contains 12964 members Mstep: Class 11 contains 33981 members Mstep: Class 12 contains 6576 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4479 members Mstep: Class 15 contains 5409 members Mstep: Class 16 contains 88128 members Mstep: Class 17 contains 2122 members Mstep: Class 18 contains 6793 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1157 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 195 members Mstep: Class 24 contains 26951 members Mstep: Class 25 contains 7683 members Mstep: Class 26 contains 31439 members Mstep: Class 27 contains 427 members Mstep: Class 28 contains 1262 members Mstep: Class 29 contains 700 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4146 members Mstep: Class 32 contains 7383 members Mstep: Class 33 contains 1460 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1063 members Mstep: Class 37 contains 731 members Mstep: Class 38 contains 1543 members Mstep: Class 39 contains 896 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8317 members Entering Unmasked Estep ConsiderDeletion Score: -14452586.000000 Penalty: 24621.531250 Iteration 110Q: 43 clusters Score -1.445259e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52904 members Mstep: Class 2 contains 8839 members Mstep: Class 3 contains 1060 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10165 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9189 members Mstep: Class 9 contains 8306 members Mstep: Class 10 contains 12964 members Mstep: Class 11 contains 33993 members Mstep: Class 12 contains 6602 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4479 members Mstep: Class 15 contains 5420 members Mstep: Class 16 contains 88120 members Mstep: Class 17 contains 2121 members Mstep: Class 18 contains 6796 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1150 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 195 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7667 members Mstep: Class 26 contains 31535 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1267 members Mstep: Class 29 contains 703 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4153 members Mstep: Class 32 contains 7377 members Mstep: Class 33 contains 1462 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33377 members Mstep: Class 36 contains 1067 members Mstep: Class 37 contains 728 members Mstep: Class 38 contains 1539 members Mstep: Class 39 contains 898 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8309 members Entering Unmasked Estep ConsiderDeletion Score: -14452563.000000 Penalty: 24621.531250 Iteration 111Q: 43 clusters Score -1.445256e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52726 members Mstep: Class 2 contains 8834 members Mstep: Class 3 contains 1066 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10193 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8284 members Mstep: Class 10 contains 12963 members Mstep: Class 11 contains 34009 members Mstep: Class 12 contains 6626 members Mstep: Class 13 contains 1699 members Mstep: Class 14 contains 4490 members Mstep: Class 15 contains 5432 members Mstep: Class 16 contains 88116 members Mstep: Class 17 contains 2121 members Mstep: Class 18 contains 6798 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1140 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7660 members Mstep: Class 26 contains 31656 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1274 members Mstep: Class 29 contains 703 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4169 members Mstep: Class 32 contains 7373 members Mstep: Class 33 contains 1463 members Mstep: Class 34 contains 777 members Mstep: Class 35 contains 33375 members Mstep: Class 36 contains 1069 members Mstep: Class 37 contains 727 members Mstep: Class 38 contains 1533 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8300 members Entering Unmasked Estep ConsiderDeletion Score: -14452559.000000 Penalty: 24621.531250 Iteration 112Q: 43 clusters Score -1.445256e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52555 members Mstep: Class 2 contains 8830 members Mstep: Class 3 contains 1069 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10224 members Mstep: Class 6 contains 1871 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8269 members Mstep: Class 10 contains 12962 members Mstep: Class 11 contains 34023 members Mstep: Class 12 contains 6648 members Mstep: Class 13 contains 1700 members Mstep: Class 14 contains 4493 members Mstep: Class 15 contains 5438 members Mstep: Class 16 contains 88110 members Mstep: Class 17 contains 2123 members Mstep: Class 18 contains 6799 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26952 members Mstep: Class 25 contains 7654 members Mstep: Class 26 contains 31762 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1280 members Mstep: Class 29 contains 703 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4180 members Mstep: Class 32 contains 7368 members Mstep: Class 33 contains 1464 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33374 members Mstep: Class 36 contains 1072 members Mstep: Class 37 contains 728 members Mstep: Class 38 contains 1529 members Mstep: Class 39 contains 905 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8306 members Entering Unmasked Estep ConsiderDeletion Score: -14452588.000000 Penalty: 24621.531250 Iteration 113Q: 43 clusters Score -1.445259e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52378 members Mstep: Class 2 contains 8828 members Mstep: Class 3 contains 1071 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10255 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9189 members Mstep: Class 9 contains 8256 members Mstep: Class 10 contains 12963 members Mstep: Class 11 contains 34035 members Mstep: Class 12 contains 6675 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4494 members Mstep: Class 15 contains 5449 members Mstep: Class 16 contains 88110 members Mstep: Class 17 contains 2123 members Mstep: Class 18 contains 6802 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1134 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26951 members Mstep: Class 25 contains 7649 members Mstep: Class 26 contains 31872 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1280 members Mstep: Class 29 contains 704 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4188 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 1464 members Mstep: Class 34 contains 775 members Mstep: Class 35 contains 33374 members Mstep: Class 36 contains 1073 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1524 members Mstep: Class 39 contains 905 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 580 members Mstep: Class 42 contains 8308 members Entering Unmasked Estep ConsiderDeletion Score: -14452618.000000 Penalty: 24621.531250 Iteration 114Q: 43 clusters Score -1.445262e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52214 members Mstep: Class 2 contains 8828 members Mstep: Class 3 contains 1074 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10290 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9191 members Mstep: Class 9 contains 8243 members Mstep: Class 10 contains 12962 members Mstep: Class 11 contains 34049 members Mstep: Class 12 contains 6705 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4494 members Mstep: Class 15 contains 5452 members Mstep: Class 16 contains 88103 members Mstep: Class 17 contains 2124 members Mstep: Class 18 contains 6802 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1133 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26949 members Mstep: Class 25 contains 7644 members Mstep: Class 26 contains 31970 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1282 members Mstep: Class 29 contains 704 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4199 members Mstep: Class 32 contains 7357 members Mstep: Class 33 contains 1464 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33374 members Mstep: Class 36 contains 1075 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1521 members Mstep: Class 39 contains 905 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8309 members Entering Unmasked Estep ConsiderDeletion Score: -14452624.000000 Penalty: 24621.531250 Iteration 115Q: 43 clusters Score -1.445262e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 52046 members Mstep: Class 2 contains 8817 members Mstep: Class 3 contains 1077 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10331 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9195 members Mstep: Class 9 contains 8237 members Mstep: Class 10 contains 12964 members Mstep: Class 11 contains 34057 members Mstep: Class 12 contains 6736 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4492 members Mstep: Class 15 contains 5457 members Mstep: Class 16 contains 88089 members Mstep: Class 17 contains 2124 members Mstep: Class 18 contains 6802 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1132 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26947 members Mstep: Class 25 contains 7638 members Mstep: Class 26 contains 32078 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1284 members Mstep: Class 29 contains 705 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4211 members Mstep: Class 32 contains 7355 members Mstep: Class 33 contains 1465 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1077 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1516 members Mstep: Class 39 contains 905 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8304 members Entering Unmasked Estep ConsiderDeletion Score: -14452628.000000 Penalty: 24621.531250 Iteration 116Q: 43 clusters Score -1.445263e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 51883 members Mstep: Class 2 contains 8801 members Mstep: Class 3 contains 1083 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10361 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9196 members Mstep: Class 9 contains 8234 members Mstep: Class 10 contains 12964 members Mstep: Class 11 contains 34061 members Mstep: Class 12 contains 6768 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4494 members Mstep: Class 15 contains 5464 members Mstep: Class 16 contains 88079 members Mstep: Class 17 contains 2126 members Mstep: Class 18 contains 6803 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1130 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 7629 members Mstep: Class 26 contains 32183 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1289 members Mstep: Class 29 contains 707 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4224 members Mstep: Class 32 contains 7351 members Mstep: Class 33 contains 1465 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1079 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1512 members Mstep: Class 39 contains 905 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8304 members Entering Unmasked Estep ConsiderDeletion Score: -14452651.000000 Penalty: 24621.531250 Iteration 117Q: 43 clusters Score -1.445265e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 51707 members Mstep: Class 2 contains 8783 members Mstep: Class 3 contains 1089 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10395 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8228 members Mstep: Class 10 contains 12965 members Mstep: Class 11 contains 34068 members Mstep: Class 12 contains 6802 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4497 members Mstep: Class 15 contains 5470 members Mstep: Class 16 contains 88067 members Mstep: Class 17 contains 2127 members Mstep: Class 18 contains 6804 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1127 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26945 members Mstep: Class 25 contains 7619 members Mstep: Class 26 contains 32307 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1293 members Mstep: Class 29 contains 708 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4234 members Mstep: Class 32 contains 7346 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1082 members Mstep: Class 37 contains 726 members Mstep: Class 38 contains 1510 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8301 members Entering Unmasked Estep ConsiderDeletion Score: -14452675.000000 Penalty: 24621.531250 Iteration 118Q: 43 clusters Score -1.445268e+07 nChanged 381 Entering ConstructFrom: Score: -14452675.000000 Penalty: 24621.531250 Entering ConstructFrom: Trying to split cluster 1 (51500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51500 members Entering Unmasked Estep Score: -2017679.375000 Penalty: 493.644806 Iteration 0F: 2 clusters Score -2017679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 25770 members Entering Unmasked Estep Score: -1983069.875000 Penalty: 987.289612 Iteration 0F: 3 clusters Score -1983070 nChanged 24980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27254 members Mstep: Class 2 contains 24246 members Entering Unmasked Estep Score: -1998413.625000 Penalty: 987.289612 Iteration 1F: 3 clusters Score -1998414 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28075 members Mstep: Class 2 contains 23425 members Entering Unmasked Estep Score: -1999558.750000 Penalty: 987.289612 Iteration 2F: 3 clusters Score -1999559 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29119 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -2000935.125000 Penalty: 987.289612 Iteration 3F: 3 clusters Score -2000935 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30450 members Mstep: Class 2 contains 21050 members Entering Unmasked Estep Score: -2002623.125000 Penalty: 987.289612 Iteration 4F: 3 clusters Score -2002623 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31999 members Mstep: Class 2 contains 19501 members Entering Unmasked Estep Score: -2004444.500000 Penalty: 987.289612 Iteration 5F: 3 clusters Score -2004444 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33768 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -2006565.250000 Penalty: 987.289612 Iteration 6F: 3 clusters Score -2006565 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35544 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -2008766.000000 Penalty: 987.289612 Iteration 7F: 3 clusters Score -2008766 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37092 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -2010749.875000 Penalty: 987.289612 Iteration 8Q: 3 clusters Score -2010750 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38384 members Mstep: Class 2 contains 13116 members Entering Unmasked Estep Score: -2012363.375000 Penalty: 987.289612 Iteration 9Q: 3 clusters Score -2012363 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39499 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -2013715.000000 Penalty: 987.289612 Iteration 10Q: 3 clusters Score -2013715 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40533 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -2014872.625000 Penalty: 987.289612 Iteration 11Q: 3 clusters Score -2014873 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41386 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -2015974.000000 Penalty: 987.289612 Iteration 12Q: 3 clusters Score -2015974 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42075 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -2017362.125000 Penalty: 987.289612 Iteration 13Q: 3 clusters Score -2017362 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42467 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -2019062.375000 Penalty: 987.289612 Iteration 14Q: 3 clusters Score -2019062 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42481 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -2020598.750000 Penalty: 987.289612 Iteration 15Q: 3 clusters Score -2020599 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42239 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -2021709.000000 Penalty: 987.289612 Iteration 16Q: 3 clusters Score -2021709 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41885 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -2022391.875000 Penalty: 987.289612 Iteration 17Q: 3 clusters Score -2022392 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41459 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -2022851.000000 Penalty: 987.289612 Iteration 18Q: 3 clusters Score -2022851 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41083 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -2023090.625000 Penalty: 987.289612 Iteration 19Q: 3 clusters Score -2023091 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40779 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -2023268.750000 Penalty: 987.289612 Iteration 20F: 3 clusters Score -2023269 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40502 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -2023368.000000 Penalty: 987.289612 Iteration 21Q: 3 clusters Score -2023368 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40270 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -2023433.750000 Penalty: 987.289612 Iteration 22Q: 3 clusters Score -2023434 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40062 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -2023476.375000 Penalty: 987.289612 Iteration 23Q: 3 clusters Score -2023476 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39900 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2023499.250000 Penalty: 987.289612 Iteration 24Q: 3 clusters Score -2023499 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39777 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -2023515.250000 Penalty: 987.289612 Iteration 25Q: 3 clusters Score -2023515 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39678 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -2023524.000000 Penalty: 987.289612 Iteration 26Q: 3 clusters Score -2023524 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39592 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -2023529.500000 Penalty: 987.289612 Iteration 27Q: 3 clusters Score -2023530 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39522 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -2023537.750000 Penalty: 987.289612 Iteration 28Q: 3 clusters Score -2023538 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39465 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -2023540.875000 Penalty: 987.289612 Iteration 29Q: 3 clusters Score -2023541 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -2023544.625000 Penalty: 987.289612 Iteration 30Q: 3 clusters Score -2023545 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39380 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -2023552.875000 Penalty: 987.289612 Iteration 31Q: 3 clusters Score -2023553 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39353 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -2023552.500000 Penalty: 987.289612 Iteration 32Q: 3 clusters Score -2023552 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39334 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -2023553.500000 Penalty: 987.289612 Iteration 33Q: 3 clusters Score -2023554 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39317 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -2023553.125000 Penalty: 987.289612 Iteration 34Q: 3 clusters Score -2023553 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39305 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -2023553.000000 Penalty: 987.289612 Iteration 35Q: 3 clusters Score -2023553 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39295 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -2023550.875000 Penalty: 987.289612 Iteration 36Q: 3 clusters Score -2023551 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39290 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -2023548.125000 Penalty: 987.289612 Iteration 37Q: 3 clusters Score -2023548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39283 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -2023548.125000 Penalty: 987.289612 Iteration 38Q: 3 clusters Score -2023548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39280 members Mstep: Class 2 contains 12220 members Entering Unmasked Estep Score: -2023547.250000 Penalty: 987.289612 Iteration 39Q: 3 clusters Score -2023547 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 12222 members Entering Unmasked Estep Score: -2023549.625000 Penalty: 987.289612 Iteration 40F: 3 clusters Score -2023550 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 5473 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 7612 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8298 members Mstep: Class 43 contains 12222 members Entering Unmasked Estep Score: -14458468.000000 Penalty: 25207.757812 Splitting cluster 1 changes total score from -14452675.000000 to -14458468.000000 So it's getting split into cluster 43. Entering ConstructFrom: Trying to split cluster 2 (8777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Entering Unmasked Estep Score: -343609.687500 Penalty: 413.135010 Iteration 0F: 2 clusters Score -343609.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -337775.250000 Penalty: 826.270020 Iteration 0F: 3 clusters Score -337775.2 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -340236.968750 Penalty: 826.270020 Iteration 1F: 3 clusters Score -340237 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -340588.406250 Penalty: 826.270020 Iteration 2F: 3 clusters Score -340588.4 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -341081.343750 Penalty: 826.270020 Iteration 3F: 3 clusters Score -341081.3 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -341674.093750 Penalty: 826.270020 Iteration 4F: 3 clusters Score -341674.1 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -342202.406250 Penalty: 826.270020 Iteration 5F: 3 clusters Score -342202.4 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -342461.437500 Penalty: 826.270020 Iteration 6F: 3 clusters Score -342461.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -342566.562500 Penalty: 826.270020 Iteration 7Q: 3 clusters Score -342566.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -342619.000000 Penalty: 826.270020 Iteration 8Q: 3 clusters Score -342619 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -342655.250000 Penalty: 826.270020 Iteration 9Q: 3 clusters Score -342655.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -342688.937500 Penalty: 826.270020 Iteration 10Q: 3 clusters Score -342688.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -342711.718750 Penalty: 826.270020 Iteration 11Q: 3 clusters Score -342711.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -342737.718750 Penalty: 826.270020 Iteration 12Q: 3 clusters Score -342737.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -342768.062500 Penalty: 826.270020 Iteration 13Q: 3 clusters Score -342768.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -342795.125000 Penalty: 826.270020 Iteration 14Q: 3 clusters Score -342795.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -342820.343750 Penalty: 826.270020 Iteration 15Q: 3 clusters Score -342820.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -342843.593750 Penalty: 826.270020 Iteration 16Q: 3 clusters Score -342843.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -342870.406250 Penalty: 826.270020 Iteration 17Q: 3 clusters Score -342870.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -342898.937500 Penalty: 826.270020 Iteration 18Q: 3 clusters Score -342898.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -342928.750000 Penalty: 826.270020 Iteration 19Q: 3 clusters Score -342928.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -342960.000000 Penalty: 826.270020 Iteration 20F: 3 clusters Score -342960 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -342997.093750 Penalty: 826.270020 Iteration 21Q: 3 clusters Score -342997.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -343028.625000 Penalty: 826.270020 Iteration 22Q: 3 clusters Score -343028.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -343054.250000 Penalty: 826.270020 Iteration 23Q: 3 clusters Score -343054.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -343076.781250 Penalty: 826.270020 Iteration 24Q: 3 clusters Score -343076.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -343100.750000 Penalty: 826.270020 Iteration 25Q: 3 clusters Score -343100.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -343115.625000 Penalty: 826.270020 Iteration 26Q: 3 clusters Score -343115.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -343121.937500 Penalty: 826.270020 Iteration 27Q: 3 clusters Score -343121.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -343129.687500 Penalty: 826.270020 Iteration 28Q: 3 clusters Score -343129.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -343141.593750 Penalty: 826.270020 Iteration 29Q: 3 clusters Score -343141.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -343153.406250 Penalty: 826.270020 Iteration 30Q: 3 clusters Score -343153.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -343164.656250 Penalty: 826.270020 Iteration 31Q: 3 clusters Score -343164.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -343172.687500 Penalty: 826.270020 Iteration 32Q: 3 clusters Score -343172.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -343185.500000 Penalty: 826.270020 Iteration 33Q: 3 clusters Score -343185.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -343195.875000 Penalty: 826.270020 Iteration 34Q: 3 clusters Score -343195.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -343207.500000 Penalty: 826.270020 Iteration 35Q: 3 clusters Score -343207.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -343221.531250 Penalty: 826.270020 Iteration 36Q: 3 clusters Score -343221.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -343240.156250 Penalty: 826.270020 Iteration 37Q: 3 clusters Score -343240.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -343260.031250 Penalty: 826.270020 Iteration 38Q: 3 clusters Score -343260 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -343282.562500 Penalty: 826.270020 Iteration 39Q: 3 clusters Score -343282.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -343301.031250 Penalty: 826.270020 Iteration 40F: 3 clusters Score -343301 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -343312.937500 Penalty: 826.270020 Iteration 41Q: 3 clusters Score -343312.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -343330.500000 Penalty: 826.270020 Iteration 42Q: 3 clusters Score -343330.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -343343.468750 Penalty: 826.270020 Iteration 43Q: 3 clusters Score -343343.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -343354.562500 Penalty: 826.270020 Iteration 44Q: 3 clusters Score -343354.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -343362.406250 Penalty: 826.270020 Iteration 45Q: 3 clusters Score -343362.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -343367.312500 Penalty: 826.270020 Iteration 46Q: 3 clusters Score -343367.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -343370.093750 Penalty: 826.270020 Iteration 47Q: 3 clusters Score -343370.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -343373.906250 Penalty: 826.270020 Iteration 48Q: 3 clusters Score -343373.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -343377.312500 Penalty: 826.270020 Iteration 49Q: 3 clusters Score -343377.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -343379.906250 Penalty: 826.270020 Iteration 50Q: 3 clusters Score -343379.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -343384.187500 Penalty: 826.270020 Iteration 51Q: 3 clusters Score -343384.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -343388.000000 Penalty: 826.270020 Iteration 52Q: 3 clusters Score -343388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -343389.250000 Penalty: 826.270020 Iteration 53Q: 3 clusters Score -343389.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -343391.281250 Penalty: 826.270020 Iteration 54Q: 3 clusters Score -343391.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -343393.156250 Penalty: 826.270020 Iteration 55Q: 3 clusters Score -343393.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -343394.593750 Penalty: 826.270020 Iteration 56Q: 3 clusters Score -343394.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -343395.218750 Penalty: 826.270020 Iteration 57Q: 3 clusters Score -343395.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -343397.437500 Penalty: 826.270020 Iteration 58Q: 3 clusters Score -343397.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -343400.375000 Penalty: 826.270020 Iteration 59Q: 3 clusters Score -343400.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -343404.781250 Penalty: 826.270020 Iteration 60F: 3 clusters Score -343404.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -343409.531250 Penalty: 826.270020 Iteration 61Q: 3 clusters Score -343409.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -343410.687500 Penalty: 826.270020 Iteration 62Q: 3 clusters Score -343410.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -343412.875000 Penalty: 826.270020 Iteration 63Q: 3 clusters Score -343412.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -343414.468750 Penalty: 826.270020 Iteration 64Q: 3 clusters Score -343414.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -343419.843750 Penalty: 826.270020 Iteration 65Q: 3 clusters Score -343419.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -343426.437500 Penalty: 826.270020 Iteration 66Q: 3 clusters Score -343426.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -343434.312500 Penalty: 826.270020 Iteration 67Q: 3 clusters Score -343434.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -343440.437500 Penalty: 826.270020 Iteration 68Q: 3 clusters Score -343440.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -343446.437500 Penalty: 826.270020 Iteration 69Q: 3 clusters Score -343446.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -343451.062500 Penalty: 826.270020 Iteration 70Q: 3 clusters Score -343451.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -343453.531250 Penalty: 826.270020 Iteration 71Q: 3 clusters Score -343453.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -343453.687500 Penalty: 826.270020 Iteration 72Q: 3 clusters Score -343453.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -343455.062500 Penalty: 826.270020 Iteration 73Q: 3 clusters Score -343455.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -343455.781250 Penalty: 826.270020 Iteration 74Q: 3 clusters Score -343455.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -343457.593750 Penalty: 826.270020 Iteration 75Q: 3 clusters Score -343457.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -343458.312500 Penalty: 826.270020 Iteration 76Q: 3 clusters Score -343458.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -343460.156250 Penalty: 826.270020 Iteration 77Q: 3 clusters Score -343460.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -343459.812500 Penalty: 826.270020 Iteration 78Q: 3 clusters Score -343459.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -343459.906250 Penalty: 826.270020 Iteration 79Q: 3 clusters Score -343459.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -343459.906250 Penalty: 826.270020 Iteration 80F: 3 clusters Score -343459.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Entering Unmasked Estep Score: -35884.292969 Penalty: 318.639496 Iteration 0F: 2 clusters Score -35884.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -35022.160156 Penalty: 637.278992 Iteration 0F: 3 clusters Score -35022.16 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -35303.113281 Penalty: 637.278992 Iteration 1F: 3 clusters Score -35303.11 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -35385.343750 Penalty: 637.278992 Iteration 2F: 3 clusters Score -35385.34 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -35465.574219 Penalty: 637.278992 Iteration 3F: 3 clusters Score -35465.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -35525.242188 Penalty: 637.278992 Iteration 4Q: 3 clusters Score -35525.24 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -35572.863281 Penalty: 637.278992 Iteration 5Q: 3 clusters Score -35572.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -35599.593750 Penalty: 637.278992 Iteration 6Q: 3 clusters Score -35599.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -35622.242188 Penalty: 637.278992 Iteration 7Q: 3 clusters Score -35622.24 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -35643.628906 Penalty: 637.278992 Iteration 8Q: 3 clusters Score -35643.63 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -35679.039062 Penalty: 637.278992 Iteration 9Q: 3 clusters Score -35679.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -35703.265625 Penalty: 637.278992 Iteration 10Q: 3 clusters Score -35703.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -35721.308594 Penalty: 637.278992 Iteration 11Q: 3 clusters Score -35721.31 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -35735.546875 Penalty: 637.278992 Iteration 12Q: 3 clusters Score -35735.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -35745.738281 Penalty: 637.278992 Iteration 13Q: 3 clusters Score -35745.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35750.625000 Penalty: 637.278992 Iteration 14Q: 3 clusters Score -35750.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -35755.730469 Penalty: 637.278992 Iteration 15Q: 3 clusters Score -35755.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -35758.605469 Penalty: 637.278992 Iteration 16Q: 3 clusters Score -35758.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -35759.292969 Penalty: 637.278992 Iteration 17Q: 3 clusters Score -35759.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -35760.625000 Penalty: 637.278992 Iteration 18Q: 3 clusters Score -35760.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -35761.203125 Penalty: 637.278992 Iteration 19Q: 3 clusters Score -35761.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35761.515625 Penalty: 637.278992 Iteration 20F: 3 clusters Score -35761.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -35761.925781 Penalty: 637.278992 Iteration 21Q: 3 clusters Score -35761.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -35762.269531 Penalty: 637.278992 Iteration 22Q: 3 clusters Score -35762.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -35763.976562 Penalty: 637.278992 Iteration 23Q: 3 clusters Score -35763.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -35769.105469 Penalty: 637.278992 Iteration 24Q: 3 clusters Score -35769.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -35770.605469 Penalty: 637.278992 Iteration 25Q: 3 clusters Score -35770.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -35770.792969 Penalty: 637.278992 Iteration 26Q: 3 clusters Score -35770.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -35770.792969 Penalty: 637.278992 Iteration 27F: 3 clusters Score -35770.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Entering Unmasked Estep Score: -76295.570312 Penalty: 346.022705 Iteration 0F: 2 clusters Score -76295.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -74838.562500 Penalty: 692.045410 Iteration 0F: 3 clusters Score -74838.56 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -75365.664062 Penalty: 692.045410 Iteration 1F: 3 clusters Score -75365.66 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -75543.804688 Penalty: 692.045410 Iteration 2F: 3 clusters Score -75543.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -75710.000000 Penalty: 692.045410 Iteration 3F: 3 clusters Score -75710 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -75842.921875 Penalty: 692.045410 Iteration 4F: 3 clusters Score -75842.92 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -75933.859375 Penalty: 692.045410 Iteration 5Q: 3 clusters Score -75933.86 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -76001.968750 Penalty: 692.045410 Iteration 6Q: 3 clusters Score -76001.97 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -76039.281250 Penalty: 692.045410 Iteration 7Q: 3 clusters Score -76039.28 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -76066.351562 Penalty: 692.045410 Iteration 8Q: 3 clusters Score -76066.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -76086.382812 Penalty: 692.045410 Iteration 9Q: 3 clusters Score -76086.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -76099.039062 Penalty: 692.045410 Iteration 10Q: 3 clusters Score -76099.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -76106.460938 Penalty: 692.045410 Iteration 11Q: 3 clusters Score -76106.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -76113.554688 Penalty: 692.045410 Iteration 12Q: 3 clusters Score -76113.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -76116.023438 Penalty: 692.045410 Iteration 13Q: 3 clusters Score -76116.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -76118.312500 Penalty: 692.045410 Iteration 14Q: 3 clusters Score -76118.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -76119.164062 Penalty: 692.045410 Iteration 15Q: 3 clusters Score -76119.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -76120.265625 Penalty: 692.045410 Iteration 16Q: 3 clusters Score -76120.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -76120.671875 Penalty: 692.045410 Iteration 17Q: 3 clusters Score -76120.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -76120.882812 Penalty: 692.045410 Iteration 18Q: 3 clusters Score -76120.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -76120.882812 Penalty: 692.045410 Iteration 19F: 3 clusters Score -76120.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Entering Unmasked Estep Score: -438422.593750 Penalty: 420.999176 Iteration 0F: 2 clusters Score -438422.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -431448.218750 Penalty: 841.998352 Iteration 0F: 3 clusters Score -431448.2 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -434309.656250 Penalty: 841.998352 Iteration 1F: 3 clusters Score -434309.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -434574.468750 Penalty: 841.998352 Iteration 2F: 3 clusters Score -434574.5 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -434938.250000 Penalty: 841.998352 Iteration 3F: 3 clusters Score -434938.2 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -435405.218750 Penalty: 841.998352 Iteration 4F: 3 clusters Score -435405.2 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -435937.625000 Penalty: 841.998352 Iteration 5F: 3 clusters Score -435937.6 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -436539.906250 Penalty: 841.998352 Iteration 6F: 3 clusters Score -436539.9 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -437079.625000 Penalty: 841.998352 Iteration 7F: 3 clusters Score -437079.6 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -437450.125000 Penalty: 841.998352 Iteration 8Q: 3 clusters Score -437450.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -437666.343750 Penalty: 841.998352 Iteration 9Q: 3 clusters Score -437666.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -437784.343750 Penalty: 841.998352 Iteration 10Q: 3 clusters Score -437784.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -437866.156250 Penalty: 841.998352 Iteration 11Q: 3 clusters Score -437866.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -437933.937500 Penalty: 841.998352 Iteration 12Q: 3 clusters Score -437933.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -437966.031250 Penalty: 841.998352 Iteration 13Q: 3 clusters Score -437966 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -437990.187500 Penalty: 841.998352 Iteration 14Q: 3 clusters Score -437990.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -438004.562500 Penalty: 841.998352 Iteration 15Q: 3 clusters Score -438004.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -438014.125000 Penalty: 841.998352 Iteration 16Q: 3 clusters Score -438014.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -438022.062500 Penalty: 841.998352 Iteration 17Q: 3 clusters Score -438022.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -438029.500000 Penalty: 841.998352 Iteration 18Q: 3 clusters Score -438029.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -438037.062500 Penalty: 841.998352 Iteration 19Q: 3 clusters Score -438037.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -438044.906250 Penalty: 841.998352 Iteration 20F: 3 clusters Score -438044.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -438048.343750 Penalty: 841.998352 Iteration 21Q: 3 clusters Score -438048.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -438049.531250 Penalty: 841.998352 Iteration 22Q: 3 clusters Score -438049.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -438054.531250 Penalty: 841.998352 Iteration 23Q: 3 clusters Score -438054.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -438060.000000 Penalty: 841.998352 Iteration 24Q: 3 clusters Score -438060 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -438067.000000 Penalty: 841.998352 Iteration 25Q: 3 clusters Score -438067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -438073.718750 Penalty: 841.998352 Iteration 26Q: 3 clusters Score -438073.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -438076.656250 Penalty: 841.998352 Iteration 27Q: 3 clusters Score -438076.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -438078.718750 Penalty: 841.998352 Iteration 28Q: 3 clusters Score -438078.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -438079.875000 Penalty: 841.998352 Iteration 29Q: 3 clusters Score -438079.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -438079.875000 Penalty: 841.998352 Iteration 30F: 3 clusters Score -438079.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Entering Unmasked Estep Score: -72968.843750 Penalty: 342.758728 Iteration 0F: 2 clusters Score -72968.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -71614.929688 Penalty: 685.517456 Iteration 0F: 3 clusters Score -71614.93 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -72057.710938 Penalty: 685.517456 Iteration 1F: 3 clusters Score -72057.71 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -72151.750000 Penalty: 685.517456 Iteration 2F: 3 clusters Score -72151.75 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -72212.796875 Penalty: 685.517456 Iteration 3F: 3 clusters Score -72212.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -72276.437500 Penalty: 685.517456 Iteration 4Q: 3 clusters Score -72276.44 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -72331.914062 Penalty: 685.517456 Iteration 5Q: 3 clusters Score -72331.91 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -72371.007812 Penalty: 685.517456 Iteration 6Q: 3 clusters Score -72371.01 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -72407.632812 Penalty: 685.517456 Iteration 7Q: 3 clusters Score -72407.63 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -72434.265625 Penalty: 685.517456 Iteration 8Q: 3 clusters Score -72434.27 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -72455.171875 Penalty: 685.517456 Iteration 9Q: 3 clusters Score -72455.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -72470.070312 Penalty: 685.517456 Iteration 10Q: 3 clusters Score -72470.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -72483.679688 Penalty: 685.517456 Iteration 11Q: 3 clusters Score -72483.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -72494.250000 Penalty: 685.517456 Iteration 12Q: 3 clusters Score -72494.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -72505.453125 Penalty: 685.517456 Iteration 13Q: 3 clusters Score -72505.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -72518.226562 Penalty: 685.517456 Iteration 14Q: 3 clusters Score -72518.23 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -72539.789062 Penalty: 685.517456 Iteration 15Q: 3 clusters Score -72539.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -72569.312500 Penalty: 685.517456 Iteration 16Q: 3 clusters Score -72569.31 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -72584.531250 Penalty: 685.517456 Iteration 17Q: 3 clusters Score -72584.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -72597.406250 Penalty: 685.517456 Iteration 18Q: 3 clusters Score -72597.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -72607.437500 Penalty: 685.517456 Iteration 19Q: 3 clusters Score -72607.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -72620.835938 Penalty: 685.517456 Iteration 20F: 3 clusters Score -72620.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -72631.195312 Penalty: 685.517456 Iteration 21Q: 3 clusters Score -72631.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -72640.671875 Penalty: 685.517456 Iteration 22Q: 3 clusters Score -72640.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -72651.726562 Penalty: 685.517456 Iteration 23Q: 3 clusters Score -72651.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -72663.117188 Penalty: 685.517456 Iteration 24Q: 3 clusters Score -72663.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -72667.203125 Penalty: 685.517456 Iteration 25Q: 3 clusters Score -72667.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -72669.843750 Penalty: 685.517456 Iteration 26Q: 3 clusters Score -72669.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -72677.515625 Penalty: 685.517456 Iteration 27Q: 3 clusters Score -72677.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -72681.203125 Penalty: 685.517456 Iteration 28Q: 3 clusters Score -72681.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -72684.414062 Penalty: 685.517456 Iteration 29Q: 3 clusters Score -72684.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -72687.031250 Penalty: 685.517456 Iteration 30Q: 3 clusters Score -72687.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -72689.398438 Penalty: 685.517456 Iteration 31Q: 3 clusters Score -72689.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -72689.734375 Penalty: 685.517456 Iteration 32Q: 3 clusters Score -72689.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -72689.929688 Penalty: 685.517456 Iteration 33Q: 3 clusters Score -72689.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -72689.929688 Penalty: 685.517456 Iteration 34F: 3 clusters Score -72689.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -14066.794922 Penalty: 273.176880 Iteration 0F: 2 clusters Score -14066.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13649.600586 Penalty: 546.353760 Iteration 0F: 3 clusters Score -13649.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13746.517578 Penalty: 546.353760 Iteration 1F: 3 clusters Score -13746.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13760.077148 Penalty: 546.353760 Iteration 2Q: 3 clusters Score -13760.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13770.269531 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -13770.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13775.249023 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -13775.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13782.326172 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -13782.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13785.462891 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -13785.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13787.029297 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -13787.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13788.415039 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -13788.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13788.415039 Penalty: 546.353760 Iteration 9F: 3 clusters Score -13788.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Entering Unmasked Estep Score: -360064.312500 Penalty: 415.266724 Iteration 0F: 2 clusters Score -360064.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -353956.625000 Penalty: 830.533447 Iteration 0F: 3 clusters Score -353956.6 nChanged 4205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -356427.031250 Penalty: 830.533447 Iteration 1F: 3 clusters Score -356427 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -356713.218750 Penalty: 830.533447 Iteration 2F: 3 clusters Score -356713.2 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -357101.718750 Penalty: 830.533447 Iteration 3F: 3 clusters Score -357101.7 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -357603.312500 Penalty: 830.533447 Iteration 4F: 3 clusters Score -357603.3 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -358103.843750 Penalty: 830.533447 Iteration 5F: 3 clusters Score -358103.8 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -358493.812500 Penalty: 830.533447 Iteration 6F: 3 clusters Score -358493.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -358718.937500 Penalty: 830.533447 Iteration 7Q: 3 clusters Score -358718.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -358853.187500 Penalty: 830.533447 Iteration 8Q: 3 clusters Score -358853.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -358941.500000 Penalty: 830.533447 Iteration 9Q: 3 clusters Score -358941.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -359013.781250 Penalty: 830.533447 Iteration 10Q: 3 clusters Score -359013.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -359082.906250 Penalty: 830.533447 Iteration 11Q: 3 clusters Score -359082.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -359154.937500 Penalty: 830.533447 Iteration 12Q: 3 clusters Score -359154.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -359224.625000 Penalty: 830.533447 Iteration 13Q: 3 clusters Score -359224.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -359300.343750 Penalty: 830.533447 Iteration 14Q: 3 clusters Score -359300.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -359375.562500 Penalty: 830.533447 Iteration 15Q: 3 clusters Score -359375.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -359437.031250 Penalty: 830.533447 Iteration 16Q: 3 clusters Score -359437 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -359470.750000 Penalty: 830.533447 Iteration 17Q: 3 clusters Score -359470.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -359493.593750 Penalty: 830.533447 Iteration 18Q: 3 clusters Score -359493.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -359514.000000 Penalty: 830.533447 Iteration 19Q: 3 clusters Score -359514 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 8375 members Entering Unmasked Estep Score: -359535.125000 Penalty: 830.533447 Iteration 20F: 3 clusters Score -359535.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -359557.187500 Penalty: 830.533447 Iteration 21Q: 3 clusters Score -359557.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -359584.093750 Penalty: 830.533447 Iteration 22Q: 3 clusters Score -359584.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -359604.625000 Penalty: 830.533447 Iteration 23Q: 3 clusters Score -359604.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -359621.687500 Penalty: 830.533447 Iteration 24Q: 3 clusters Score -359621.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -359632.468750 Penalty: 830.533447 Iteration 25Q: 3 clusters Score -359632.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -359643.687500 Penalty: 830.533447 Iteration 26Q: 3 clusters Score -359643.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -359650.781250 Penalty: 830.533447 Iteration 27Q: 3 clusters Score -359650.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -359657.687500 Penalty: 830.533447 Iteration 28Q: 3 clusters Score -359657.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -359663.531250 Penalty: 830.533447 Iteration 29Q: 3 clusters Score -359663.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -359667.812500 Penalty: 830.533447 Iteration 30Q: 3 clusters Score -359667.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -359670.281250 Penalty: 830.533447 Iteration 31Q: 3 clusters Score -359670.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -359671.968750 Penalty: 830.533447 Iteration 32Q: 3 clusters Score -359672 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -359674.750000 Penalty: 830.533447 Iteration 33Q: 3 clusters Score -359674.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -359676.156250 Penalty: 830.533447 Iteration 34Q: 3 clusters Score -359676.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -359676.906250 Penalty: 830.533447 Iteration 35Q: 3 clusters Score -359676.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -359678.406250 Penalty: 830.533447 Iteration 36Q: 3 clusters Score -359678.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -359679.468750 Penalty: 830.533447 Iteration 37Q: 3 clusters Score -359679.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -359679.937500 Penalty: 830.533447 Iteration 38Q: 3 clusters Score -359679.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -359680.062500 Penalty: 830.533447 Iteration 39Q: 3 clusters Score -359680.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -359680.062500 Penalty: 830.533447 Iteration 40F: 3 clusters Score -359680.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Entering Unmasked Estep Score: -326742.937500 Penalty: 410.135223 Iteration 0F: 2 clusters Score -326742.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -321219.562500 Penalty: 820.270447 Iteration 0F: 3 clusters Score -321219.6 nChanged 3790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -323506.312500 Penalty: 820.270447 Iteration 1F: 3 clusters Score -323506.3 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -323768.156250 Penalty: 820.270447 Iteration 2F: 3 clusters Score -323768.2 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -324160.031250 Penalty: 820.270447 Iteration 3F: 3 clusters Score -324160 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -324601.187500 Penalty: 820.270447 Iteration 4F: 3 clusters Score -324601.2 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -325014.531250 Penalty: 820.270447 Iteration 5F: 3 clusters Score -325014.5 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -325321.718750 Penalty: 820.270447 Iteration 6F: 3 clusters Score -325321.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -325494.343750 Penalty: 820.270447 Iteration 7Q: 3 clusters Score -325494.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -325613.406250 Penalty: 820.270447 Iteration 8Q: 3 clusters Score -325613.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -325697.125000 Penalty: 820.270447 Iteration 9Q: 3 clusters Score -325697.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -325768.468750 Penalty: 820.270447 Iteration 10Q: 3 clusters Score -325768.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -325834.187500 Penalty: 820.270447 Iteration 11Q: 3 clusters Score -325834.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -325891.656250 Penalty: 820.270447 Iteration 12Q: 3 clusters Score -325891.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -325936.781250 Penalty: 820.270447 Iteration 13Q: 3 clusters Score -325936.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -325985.156250 Penalty: 820.270447 Iteration 14Q: 3 clusters Score -325985.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -326031.812500 Penalty: 820.270447 Iteration 15Q: 3 clusters Score -326031.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -326087.250000 Penalty: 820.270447 Iteration 16Q: 3 clusters Score -326087.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -326147.250000 Penalty: 820.270447 Iteration 17Q: 3 clusters Score -326147.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -326214.281250 Penalty: 820.270447 Iteration 18Q: 3 clusters Score -326214.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -326294.968750 Penalty: 820.270447 Iteration 19Q: 3 clusters Score -326295 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -326386.937500 Penalty: 820.270447 Iteration 20F: 3 clusters Score -326386.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -326451.312500 Penalty: 820.270447 Iteration 21Q: 3 clusters Score -326451.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -326516.562500 Penalty: 820.270447 Iteration 22Q: 3 clusters Score -326516.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -326557.812500 Penalty: 820.270447 Iteration 23Q: 3 clusters Score -326557.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -326578.468750 Penalty: 820.270447 Iteration 24Q: 3 clusters Score -326578.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -326587.906250 Penalty: 820.270447 Iteration 25Q: 3 clusters Score -326587.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -326594.562500 Penalty: 820.270447 Iteration 26Q: 3 clusters Score -326594.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -326598.937500 Penalty: 820.270447 Iteration 27Q: 3 clusters Score -326598.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -326601.937500 Penalty: 820.270447 Iteration 28Q: 3 clusters Score -326601.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -326603.625000 Penalty: 820.270447 Iteration 29Q: 3 clusters Score -326603.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -326605.562500 Penalty: 820.270447 Iteration 30Q: 3 clusters Score -326605.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -326607.281250 Penalty: 820.270447 Iteration 31Q: 3 clusters Score -326607.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -326608.125000 Penalty: 820.270447 Iteration 32Q: 3 clusters Score -326608.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -326609.250000 Penalty: 820.270447 Iteration 33Q: 3 clusters Score -326609.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -326610.000000 Penalty: 820.270447 Iteration 34Q: 3 clusters Score -326610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -326610.875000 Penalty: 820.270447 Iteration 35Q: 3 clusters Score -326610.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -326612.500000 Penalty: 820.270447 Iteration 36Q: 3 clusters Score -326612.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -326612.562500 Penalty: 820.270447 Iteration 37Q: 3 clusters Score -326612.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -326613.281250 Penalty: 820.270447 Iteration 38Q: 3 clusters Score -326613.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -326612.906250 Penalty: 820.270447 Iteration 39Q: 3 clusters Score -326612.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -326613.468750 Penalty: 820.270447 Iteration 40F: 3 clusters Score -326613.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -326613.031250 Penalty: 820.270447 Iteration 41Q: 3 clusters Score -326613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -326613.031250 Penalty: 820.270447 Iteration 42F: 3 clusters Score -326613 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12966 members Entering Unmasked Estep Score: -507353.500000 Penalty: 430.888916 Iteration 0F: 2 clusters Score -507353.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -498783.281250 Penalty: 861.777832 Iteration 0F: 3 clusters Score -498783.3 nChanged 6031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -502023.593750 Penalty: 861.777832 Iteration 1F: 3 clusters Score -502023.6 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -502212.062500 Penalty: 861.777832 Iteration 2Q: 3 clusters Score -502212.1 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -502401.250000 Penalty: 861.777832 Iteration 3Q: 3 clusters Score -502401.2 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -502585.000000 Penalty: 861.777832 Iteration 4Q: 3 clusters Score -502585 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -502776.375000 Penalty: 861.777832 Iteration 5Q: 3 clusters Score -502776.4 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -503012.718750 Penalty: 861.777832 Iteration 6Q: 3 clusters Score -503012.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -503316.718750 Penalty: 861.777832 Iteration 7Q: 3 clusters Score -503316.7 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -503701.531250 Penalty: 861.777832 Iteration 8Q: 3 clusters Score -503701.5 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -504190.250000 Penalty: 861.777832 Iteration 9F: 3 clusters Score -504190.2 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -504612.218750 Penalty: 861.777832 Iteration 10F: 3 clusters Score -504612.2 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -504884.125000 Penalty: 861.777832 Iteration 11Q: 3 clusters Score -504884.1 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -505031.718750 Penalty: 861.777832 Iteration 12Q: 3 clusters Score -505031.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -505113.593750 Penalty: 861.777832 Iteration 13Q: 3 clusters Score -505113.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -505192.062500 Penalty: 861.777832 Iteration 14Q: 3 clusters Score -505192.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -505284.781250 Penalty: 861.777832 Iteration 15Q: 3 clusters Score -505284.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -505397.187500 Penalty: 861.777832 Iteration 16Q: 3 clusters Score -505397.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -505511.687500 Penalty: 861.777832 Iteration 17Q: 3 clusters Score -505511.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -505619.031250 Penalty: 861.777832 Iteration 18Q: 3 clusters Score -505619 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -505719.968750 Penalty: 861.777832 Iteration 19Q: 3 clusters Score -505720 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -505824.625000 Penalty: 861.777832 Iteration 20F: 3 clusters Score -505824.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -505964.531250 Penalty: 861.777832 Iteration 21Q: 3 clusters Score -505964.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -506105.343750 Penalty: 861.777832 Iteration 22Q: 3 clusters Score -506105.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -506238.562500 Penalty: 861.777832 Iteration 23Q: 3 clusters Score -506238.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -506384.875000 Penalty: 861.777832 Iteration 24Q: 3 clusters Score -506384.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -506546.843750 Penalty: 861.777832 Iteration 25Q: 3 clusters Score -506546.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -506706.718750 Penalty: 861.777832 Iteration 26Q: 3 clusters Score -506706.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -506846.531250 Penalty: 861.777832 Iteration 27Q: 3 clusters Score -506846.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -506932.937500 Penalty: 861.777832 Iteration 28Q: 3 clusters Score -506932.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -506987.437500 Penalty: 861.777832 Iteration 29Q: 3 clusters Score -506987.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -507031.250000 Penalty: 861.777832 Iteration 30Q: 3 clusters Score -507031.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -507073.093750 Penalty: 861.777832 Iteration 31Q: 3 clusters Score -507073.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -507107.593750 Penalty: 861.777832 Iteration 32Q: 3 clusters Score -507107.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -507132.750000 Penalty: 861.777832 Iteration 33Q: 3 clusters Score -507132.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -507157.406250 Penalty: 861.777832 Iteration 34Q: 3 clusters Score -507157.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -507172.468750 Penalty: 861.777832 Iteration 35Q: 3 clusters Score -507172.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -507181.906250 Penalty: 861.777832 Iteration 36Q: 3 clusters Score -507181.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -507189.468750 Penalty: 861.777832 Iteration 37Q: 3 clusters Score -507189.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -507196.531250 Penalty: 861.777832 Iteration 38Q: 3 clusters Score -507196.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -507200.000000 Penalty: 861.777832 Iteration 39Q: 3 clusters Score -507200 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -507208.781250 Penalty: 861.777832 Iteration 40F: 3 clusters Score -507208.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -507212.437500 Penalty: 861.777832 Iteration 41Q: 3 clusters Score -507212.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -507217.156250 Penalty: 861.777832 Iteration 42Q: 3 clusters Score -507217.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -507220.968750 Penalty: 861.777832 Iteration 43Q: 3 clusters Score -507221 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -507223.843750 Penalty: 861.777832 Iteration 44Q: 3 clusters Score -507223.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 12060 members Entering Unmasked Estep Score: -507229.593750 Penalty: 861.777832 Iteration 45Q: 3 clusters Score -507229.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -507235.937500 Penalty: 861.777832 Iteration 46Q: 3 clusters Score -507235.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -507240.812500 Penalty: 861.777832 Iteration 47Q: 3 clusters Score -507240.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -507242.406250 Penalty: 861.777832 Iteration 48Q: 3 clusters Score -507242.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -507243.500000 Penalty: 861.777832 Iteration 49Q: 3 clusters Score -507243.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -507244.812500 Penalty: 861.777832 Iteration 50Q: 3 clusters Score -507244.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -507245.312500 Penalty: 861.777832 Iteration 51Q: 3 clusters Score -507245.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -507245.156250 Penalty: 861.777832 Iteration 52Q: 3 clusters Score -507245.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -507245.718750 Penalty: 861.777832 Iteration 53Q: 3 clusters Score -507245.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -507244.968750 Penalty: 861.777832 Iteration 54Q: 3 clusters Score -507245 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -507245.593750 Penalty: 861.777832 Iteration 55Q: 3 clusters Score -507245.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -507245.843750 Penalty: 861.777832 Iteration 56Q: 3 clusters Score -507245.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -507245.812500 Penalty: 861.777832 Iteration 57Q: 3 clusters Score -507245.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -507246.531250 Penalty: 861.777832 Iteration 58Q: 3 clusters Score -507246.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -507246.562500 Penalty: 861.777832 Iteration 59Q: 3 clusters Score -507246.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -507246.000000 Penalty: 861.777832 Iteration 60F: 3 clusters Score -507246 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (34076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34076 members Entering Unmasked Estep Score: -1372934.500000 Penalty: 474.853882 Iteration 0F: 2 clusters Score -1372934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17074 members Mstep: Class 2 contains 17002 members Entering Unmasked Estep Score: -1350024.750000 Penalty: 949.707764 Iteration 0F: 3 clusters Score -1350025 nChanged 16412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19550 members Mstep: Class 2 contains 14526 members Entering Unmasked Estep Score: -1360721.000000 Penalty: 949.707764 Iteration 1F: 3 clusters Score -1360721 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20881 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -1361569.250000 Penalty: 949.707764 Iteration 2F: 3 clusters Score -1361569 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -1362633.250000 Penalty: 949.707764 Iteration 3F: 3 clusters Score -1362633 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24484 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -1364067.250000 Penalty: 949.707764 Iteration 4F: 3 clusters Score -1364067 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26801 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1365963.250000 Penalty: 949.707764 Iteration 5F: 3 clusters Score -1365963 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29251 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1368195.500000 Penalty: 949.707764 Iteration 6F: 3 clusters Score -1368196 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31277 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1370109.375000 Penalty: 949.707764 Iteration 7F: 3 clusters Score -1370109 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32684 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1371440.250000 Penalty: 949.707764 Iteration 8Q: 3 clusters Score -1371440 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1372093.125000 Penalty: 949.707764 Iteration 9Q: 3 clusters Score -1372093 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33723 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1372356.375000 Penalty: 949.707764 Iteration 10Q: 3 clusters Score -1372356 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33854 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1372473.250000 Penalty: 949.707764 Iteration 11Q: 3 clusters Score -1372473 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33903 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1372509.375000 Penalty: 949.707764 Iteration 12Q: 3 clusters Score -1372509 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33919 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1372526.750000 Penalty: 949.707764 Iteration 13Q: 3 clusters Score -1372527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33928 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -1372538.500000 Penalty: 949.707764 Iteration 14Q: 3 clusters Score -1372538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33935 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -1372548.125000 Penalty: 949.707764 Iteration 15Q: 3 clusters Score -1372548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33939 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -1372552.125000 Penalty: 949.707764 Iteration 16Q: 3 clusters Score -1372552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33940 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -1372554.750000 Penalty: 949.707764 Iteration 17Q: 3 clusters Score -1372555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33941 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1372556.750000 Penalty: 949.707764 Iteration 18Q: 3 clusters Score -1372557 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33942 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1372557.000000 Penalty: 949.707764 Iteration 19Q: 3 clusters Score -1372557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33942 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1372557.000000 Penalty: 949.707764 Iteration 20F: 3 clusters Score -1372557 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Entering Unmasked Estep Score: -250613.234375 Penalty: 401.749756 Iteration 0F: 2 clusters Score -250613.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -246037.687500 Penalty: 803.499512 Iteration 0F: 3 clusters Score -246037.7 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -247792.859375 Penalty: 803.499512 Iteration 1F: 3 clusters Score -247792.9 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -248005.328125 Penalty: 803.499512 Iteration 2F: 3 clusters Score -248005.3 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -248320.984375 Penalty: 803.499512 Iteration 3F: 3 clusters Score -248321 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -248721.421875 Penalty: 803.499512 Iteration 4F: 3 clusters Score -248721.4 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -249158.687500 Penalty: 803.499512 Iteration 5F: 3 clusters Score -249158.7 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -249572.921875 Penalty: 803.499512 Iteration 6F: 3 clusters Score -249572.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -249812.046875 Penalty: 803.499512 Iteration 7Q: 3 clusters Score -249812 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -249909.156250 Penalty: 803.499512 Iteration 8Q: 3 clusters Score -249909.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -249954.734375 Penalty: 803.499512 Iteration 9Q: 3 clusters Score -249954.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -249981.750000 Penalty: 803.499512 Iteration 10Q: 3 clusters Score -249981.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -250008.750000 Penalty: 803.499512 Iteration 11Q: 3 clusters Score -250008.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -250033.515625 Penalty: 803.499512 Iteration 12Q: 3 clusters Score -250033.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -250051.031250 Penalty: 803.499512 Iteration 13Q: 3 clusters Score -250051 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -250067.875000 Penalty: 803.499512 Iteration 14Q: 3 clusters Score -250067.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -250085.250000 Penalty: 803.499512 Iteration 15Q: 3 clusters Score -250085.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -250110.406250 Penalty: 803.499512 Iteration 16Q: 3 clusters Score -250110.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -250142.531250 Penalty: 803.499512 Iteration 17Q: 3 clusters Score -250142.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -250190.031250 Penalty: 803.499512 Iteration 18Q: 3 clusters Score -250190 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -250228.828125 Penalty: 803.499512 Iteration 19Q: 3 clusters Score -250228.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -250265.593750 Penalty: 803.499512 Iteration 20F: 3 clusters Score -250265.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -250299.437500 Penalty: 803.499512 Iteration 21Q: 3 clusters Score -250299.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -250325.078125 Penalty: 803.499512 Iteration 22Q: 3 clusters Score -250325.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -250353.156250 Penalty: 803.499512 Iteration 23Q: 3 clusters Score -250353.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -250373.843750 Penalty: 803.499512 Iteration 24Q: 3 clusters Score -250373.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -250390.312500 Penalty: 803.499512 Iteration 25Q: 3 clusters Score -250390.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -250399.984375 Penalty: 803.499512 Iteration 26Q: 3 clusters Score -250400 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -250406.515625 Penalty: 803.499512 Iteration 27Q: 3 clusters Score -250406.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -250410.187500 Penalty: 803.499512 Iteration 28Q: 3 clusters Score -250410.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -250411.531250 Penalty: 803.499512 Iteration 29Q: 3 clusters Score -250411.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -250411.750000 Penalty: 803.499512 Iteration 30Q: 3 clusters Score -250411.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -250412.171875 Penalty: 803.499512 Iteration 31Q: 3 clusters Score -250412.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -250413.093750 Penalty: 803.499512 Iteration 32Q: 3 clusters Score -250413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -250413.093750 Penalty: 803.499512 Iteration 33F: 3 clusters Score -250413.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -69241.656250 Penalty: 338.499969 Iteration 0F: 2 clusters Score -69241.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -67991.343750 Penalty: 676.999939 Iteration 0F: 3 clusters Score -67991.34 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -68325.406250 Penalty: 676.999939 Iteration 1F: 3 clusters Score -68325.41 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -68381.281250 Penalty: 676.999939 Iteration 2F: 3 clusters Score -68381.28 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -68419.218750 Penalty: 676.999939 Iteration 3Q: 3 clusters Score -68419.22 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -68457.812500 Penalty: 676.999939 Iteration 4Q: 3 clusters Score -68457.81 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -68496.609375 Penalty: 676.999939 Iteration 5Q: 3 clusters Score -68496.61 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -68537.257812 Penalty: 676.999939 Iteration 6Q: 3 clusters Score -68537.26 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -68576.601562 Penalty: 676.999939 Iteration 7Q: 3 clusters Score -68576.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -68620.343750 Penalty: 676.999939 Iteration 8Q: 3 clusters Score -68620.34 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -68669.421875 Penalty: 676.999939 Iteration 9Q: 3 clusters Score -68669.42 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -68713.343750 Penalty: 676.999939 Iteration 10Q: 3 clusters Score -68713.34 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -68752.023438 Penalty: 676.999939 Iteration 11Q: 3 clusters Score -68752.02 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -68787.367188 Penalty: 676.999939 Iteration 12Q: 3 clusters Score -68787.37 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -68817.109375 Penalty: 676.999939 Iteration 13Q: 3 clusters Score -68817.11 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -68846.304688 Penalty: 676.999939 Iteration 14Q: 3 clusters Score -68846.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -68875.289062 Penalty: 676.999939 Iteration 15Q: 3 clusters Score -68875.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -68897.757812 Penalty: 676.999939 Iteration 16Q: 3 clusters Score -68897.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -68911.835938 Penalty: 676.999939 Iteration 17Q: 3 clusters Score -68911.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -68921.500000 Penalty: 676.999939 Iteration 18Q: 3 clusters Score -68921.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68924.039062 Penalty: 676.999939 Iteration 19Q: 3 clusters Score -68924.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -68928.828125 Penalty: 676.999939 Iteration 20F: 3 clusters Score -68928.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68932.437500 Penalty: 676.999939 Iteration 21Q: 3 clusters Score -68932.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -68936.718750 Penalty: 676.999939 Iteration 22Q: 3 clusters Score -68936.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -68941.687500 Penalty: 676.999939 Iteration 23Q: 3 clusters Score -68941.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -68947.617188 Penalty: 676.999939 Iteration 24Q: 3 clusters Score -68947.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -68953.242188 Penalty: 676.999939 Iteration 25Q: 3 clusters Score -68953.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -68956.773438 Penalty: 676.999939 Iteration 26Q: 3 clusters Score -68956.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -68959.773438 Penalty: 676.999939 Iteration 27Q: 3 clusters Score -68959.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -68962.796875 Penalty: 676.999939 Iteration 28Q: 3 clusters Score -68962.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -68964.484375 Penalty: 676.999939 Iteration 29Q: 3 clusters Score -68964.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -68966.203125 Penalty: 676.999939 Iteration 30Q: 3 clusters Score -68966.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -68967.515625 Penalty: 676.999939 Iteration 31Q: 3 clusters Score -68967.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -68968.250000 Penalty: 676.999939 Iteration 32Q: 3 clusters Score -68968.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -68969.242188 Penalty: 676.999939 Iteration 33Q: 3 clusters Score -68969.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -68969.781250 Penalty: 676.999939 Iteration 34Q: 3 clusters Score -68969.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -68970.796875 Penalty: 676.999939 Iteration 35Q: 3 clusters Score -68970.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -68972.007812 Penalty: 676.999939 Iteration 36Q: 3 clusters Score -68972.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -68973.789062 Penalty: 676.999939 Iteration 37Q: 3 clusters Score -68973.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -68974.085938 Penalty: 676.999939 Iteration 38Q: 3 clusters Score -68974.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -68974.179688 Penalty: 676.999939 Iteration 39Q: 3 clusters Score -68974.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -68974.390625 Penalty: 676.999939 Iteration 40F: 3 clusters Score -68974.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Entering Unmasked Estep Score: -172195.359375 Penalty: 382.738403 Iteration 0F: 2 clusters Score -172195.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -169152.156250 Penalty: 765.476807 Iteration 0F: 3 clusters Score -169152.2 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -170575.156250 Penalty: 765.476807 Iteration 1F: 3 clusters Score -170575.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -170938.109375 Penalty: 765.476807 Iteration 2F: 3 clusters Score -170938.1 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -171253.453125 Penalty: 765.476807 Iteration 3F: 3 clusters Score -171253.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -171451.937500 Penalty: 765.476807 Iteration 4Q: 3 clusters Score -171451.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -171611.437500 Penalty: 765.476807 Iteration 5Q: 3 clusters Score -171611.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -171749.843750 Penalty: 765.476807 Iteration 6Q: 3 clusters Score -171749.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -171818.578125 Penalty: 765.476807 Iteration 7Q: 3 clusters Score -171818.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -171851.484375 Penalty: 765.476807 Iteration 8Q: 3 clusters Score -171851.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -171867.781250 Penalty: 765.476807 Iteration 9Q: 3 clusters Score -171867.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -171873.718750 Penalty: 765.476807 Iteration 10Q: 3 clusters Score -171873.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -171881.312500 Penalty: 765.476807 Iteration 11Q: 3 clusters Score -171881.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -171887.765625 Penalty: 765.476807 Iteration 12Q: 3 clusters Score -171887.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -171899.859375 Penalty: 765.476807 Iteration 13Q: 3 clusters Score -171899.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -171910.171875 Penalty: 765.476807 Iteration 14Q: 3 clusters Score -171910.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -171914.437500 Penalty: 765.476807 Iteration 15Q: 3 clusters Score -171914.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -171918.187500 Penalty: 765.476807 Iteration 16Q: 3 clusters Score -171918.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -171920.078125 Penalty: 765.476807 Iteration 17Q: 3 clusters Score -171920.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -171922.312500 Penalty: 765.476807 Iteration 18Q: 3 clusters Score -171922.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -171924.703125 Penalty: 765.476807 Iteration 19Q: 3 clusters Score -171924.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -171926.078125 Penalty: 765.476807 Iteration 20F: 3 clusters Score -171926.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -171928.484375 Penalty: 765.476807 Iteration 21Q: 3 clusters Score -171928.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -171929.125000 Penalty: 765.476807 Iteration 22Q: 3 clusters Score -171929.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -171930.328125 Penalty: 765.476807 Iteration 23Q: 3 clusters Score -171930.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -171931.406250 Penalty: 765.476807 Iteration 24Q: 3 clusters Score -171931.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -171931.578125 Penalty: 765.476807 Iteration 25Q: 3 clusters Score -171931.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -171931.578125 Penalty: 765.476807 Iteration 26F: 3 clusters Score -171931.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Entering Unmasked Estep Score: -213659.421875 Penalty: 391.644989 Iteration 0F: 2 clusters Score -213659.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -209910.250000 Penalty: 783.289978 Iteration 0F: 3 clusters Score -209910.2 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -211547.562500 Penalty: 783.289978 Iteration 1F: 3 clusters Score -211547.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -211967.546875 Penalty: 783.289978 Iteration 2F: 3 clusters Score -211967.5 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -212431.687500 Penalty: 783.289978 Iteration 3F: 3 clusters Score -212431.7 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -212839.734375 Penalty: 783.289978 Iteration 4F: 3 clusters Score -212839.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -213246.828125 Penalty: 783.289978 Iteration 5F: 3 clusters Score -213246.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -213544.218750 Penalty: 783.289978 Iteration 6Q: 3 clusters Score -213544.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -213690.250000 Penalty: 783.289978 Iteration 7Q: 3 clusters Score -213690.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -213763.203125 Penalty: 783.289978 Iteration 8Q: 3 clusters Score -213763.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -213811.671875 Penalty: 783.289978 Iteration 9Q: 3 clusters Score -213811.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -213838.656250 Penalty: 783.289978 Iteration 10Q: 3 clusters Score -213838.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -213858.000000 Penalty: 783.289978 Iteration 11Q: 3 clusters Score -213858 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -213878.593750 Penalty: 783.289978 Iteration 12Q: 3 clusters Score -213878.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -213897.500000 Penalty: 783.289978 Iteration 13Q: 3 clusters Score -213897.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -213922.281250 Penalty: 783.289978 Iteration 14Q: 3 clusters Score -213922.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -213943.187500 Penalty: 783.289978 Iteration 15Q: 3 clusters Score -213943.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -213963.796875 Penalty: 783.289978 Iteration 16Q: 3 clusters Score -213963.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -213984.265625 Penalty: 783.289978 Iteration 17Q: 3 clusters Score -213984.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -214000.312500 Penalty: 783.289978 Iteration 18Q: 3 clusters Score -214000.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -214014.781250 Penalty: 783.289978 Iteration 19Q: 3 clusters Score -214014.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -214038.390625 Penalty: 783.289978 Iteration 20F: 3 clusters Score -214038.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -214066.078125 Penalty: 783.289978 Iteration 21Q: 3 clusters Score -214066.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -214100.890625 Penalty: 783.289978 Iteration 22Q: 3 clusters Score -214100.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -214135.937500 Penalty: 783.289978 Iteration 23Q: 3 clusters Score -214135.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -214159.484375 Penalty: 783.289978 Iteration 24Q: 3 clusters Score -214159.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -214183.781250 Penalty: 783.289978 Iteration 25Q: 3 clusters Score -214183.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -214204.765625 Penalty: 783.289978 Iteration 26Q: 3 clusters Score -214204.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -214220.718750 Penalty: 783.289978 Iteration 27Q: 3 clusters Score -214220.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -214233.750000 Penalty: 783.289978 Iteration 28Q: 3 clusters Score -214233.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -214244.671875 Penalty: 783.289978 Iteration 29Q: 3 clusters Score -214244.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -214260.593750 Penalty: 783.289978 Iteration 30Q: 3 clusters Score -214260.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -214281.437500 Penalty: 783.289978 Iteration 31Q: 3 clusters Score -214281.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -214303.750000 Penalty: 783.289978 Iteration 32Q: 3 clusters Score -214303.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -214324.406250 Penalty: 783.289978 Iteration 33Q: 3 clusters Score -214324.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -214339.640625 Penalty: 783.289978 Iteration 34Q: 3 clusters Score -214339.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -214352.968750 Penalty: 783.289978 Iteration 35Q: 3 clusters Score -214353 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -214364.765625 Penalty: 783.289978 Iteration 36Q: 3 clusters Score -214364.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -214372.406250 Penalty: 783.289978 Iteration 37Q: 3 clusters Score -214372.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -214377.609375 Penalty: 783.289978 Iteration 38Q: 3 clusters Score -214377.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -214383.921875 Penalty: 783.289978 Iteration 39Q: 3 clusters Score -214383.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -214395.281250 Penalty: 783.289978 Iteration 40F: 3 clusters Score -214395.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -214403.687500 Penalty: 783.289978 Iteration 41Q: 3 clusters Score -214403.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -214409.828125 Penalty: 783.289978 Iteration 42Q: 3 clusters Score -214409.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -214414.703125 Penalty: 783.289978 Iteration 43Q: 3 clusters Score -214414.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -214417.468750 Penalty: 783.289978 Iteration 44Q: 3 clusters Score -214417.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -214419.234375 Penalty: 783.289978 Iteration 45Q: 3 clusters Score -214419.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -214420.875000 Penalty: 783.289978 Iteration 46Q: 3 clusters Score -214420.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -214421.671875 Penalty: 783.289978 Iteration 47Q: 3 clusters Score -214421.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -214421.843750 Penalty: 783.289978 Iteration 48Q: 3 clusters Score -214421.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -214422.843750 Penalty: 783.289978 Iteration 49Q: 3 clusters Score -214422.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -214423.437500 Penalty: 783.289978 Iteration 50Q: 3 clusters Score -214423.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -214423.812500 Penalty: 783.289978 Iteration 51Q: 3 clusters Score -214423.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -214423.812500 Penalty: 783.289978 Iteration 52F: 3 clusters Score -214423.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 7612 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8298 members Mstep: Class 43 contains 12222 members Mstep: Class 44 contains 2923 members Entering Unmasked Estep Score: -14459039.000000 Penalty: 25793.984375 Splitting cluster 15 changes total score from -14452675.000000 to -14459039.000000 So it's getting split into cluster 44. Entering ConstructFrom: Trying to split cluster 16 (88057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88057 members Entering Unmasked Estep Score: -3690773.000000 Penalty: 518.051147 Iteration 0F: 2 clusters Score -3690773 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43891 members Mstep: Class 2 contains 44166 members Entering Unmasked Estep Score: -3631272.750000 Penalty: 1036.102295 Iteration 0F: 3 clusters Score -3631273 nChanged 43198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43515 members Mstep: Class 2 contains 44542 members Entering Unmasked Estep Score: -3658053.500000 Penalty: 1036.102295 Iteration 1F: 3 clusters Score -3658054 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43691 members Mstep: Class 2 contains 44366 members Entering Unmasked Estep Score: -3659345.250000 Penalty: 1036.102295 Iteration 2Q: 3 clusters Score -3659345 nChanged 4084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43967 members Mstep: Class 2 contains 44090 members Entering Unmasked Estep Score: -3661028.250000 Penalty: 1036.102295 Iteration 3Q: 3 clusters Score -3661028 nChanged 4369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44154 members Mstep: Class 2 contains 43903 members Entering Unmasked Estep Score: -3662967.750000 Penalty: 1036.102295 Iteration 4Q: 3 clusters Score -3662968 nChanged 4559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44299 members Mstep: Class 2 contains 43758 members Entering Unmasked Estep Score: -3665053.000000 Penalty: 1036.102295 Iteration 5F: 3 clusters Score -3665053 nChanged 4520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44435 members Mstep: Class 2 contains 43622 members Entering Unmasked Estep Score: -3667106.500000 Penalty: 1036.102295 Iteration 6F: 3 clusters Score -3667106 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44613 members Mstep: Class 2 contains 43444 members Entering Unmasked Estep Score: -3669079.250000 Penalty: 1036.102295 Iteration 7Q: 3 clusters Score -3669079 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44839 members Mstep: Class 2 contains 43218 members Entering Unmasked Estep Score: -3670988.000000 Penalty: 1036.102295 Iteration 8Q: 3 clusters Score -3670988 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45173 members Mstep: Class 2 contains 42884 members Entering Unmasked Estep Score: -3672779.250000 Penalty: 1036.102295 Iteration 9Q: 3 clusters Score -3672779 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45700 members Mstep: Class 2 contains 42357 members Entering Unmasked Estep Score: -3674366.000000 Penalty: 1036.102295 Iteration 10Q: 3 clusters Score -3674366 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46401 members Mstep: Class 2 contains 41656 members Entering Unmasked Estep Score: -3675479.250000 Penalty: 1036.102295 Iteration 11Q: 3 clusters Score -3675479 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47222 members Mstep: Class 2 contains 40835 members Entering Unmasked Estep Score: -3676101.250000 Penalty: 1036.102295 Iteration 12Q: 3 clusters Score -3676101 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48151 members Mstep: Class 2 contains 39906 members Entering Unmasked Estep Score: -3676427.500000 Penalty: 1036.102295 Iteration 13Q: 3 clusters Score -3676428 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49155 members Mstep: Class 2 contains 38902 members Entering Unmasked Estep Score: -3676666.750000 Penalty: 1036.102295 Iteration 14Q: 3 clusters Score -3676667 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50181 members Mstep: Class 2 contains 37876 members Entering Unmasked Estep Score: -3676870.250000 Penalty: 1036.102295 Iteration 15Q: 3 clusters Score -3676870 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51267 members Mstep: Class 2 contains 36790 members Entering Unmasked Estep Score: -3677087.500000 Penalty: 1036.102295 Iteration 16Q: 3 clusters Score -3677088 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52435 members Mstep: Class 2 contains 35622 members Entering Unmasked Estep Score: -3677336.750000 Penalty: 1036.102295 Iteration 17Q: 3 clusters Score -3677337 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53648 members Mstep: Class 2 contains 34409 members Entering Unmasked Estep Score: -3677569.750000 Penalty: 1036.102295 Iteration 18Q: 3 clusters Score -3677570 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54930 members Mstep: Class 2 contains 33127 members Entering Unmasked Estep Score: -3677837.750000 Penalty: 1036.102295 Iteration 19Q: 3 clusters Score -3677838 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56314 members Mstep: Class 2 contains 31743 members Entering Unmasked Estep Score: -3678208.250000 Penalty: 1036.102295 Iteration 20F: 3 clusters Score -3678208 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57905 members Mstep: Class 2 contains 30152 members Entering Unmasked Estep Score: -3678643.250000 Penalty: 1036.102295 Iteration 21Q: 3 clusters Score -3678643 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59587 members Mstep: Class 2 contains 28470 members Entering Unmasked Estep Score: -3679129.500000 Penalty: 1036.102295 Iteration 22Q: 3 clusters Score -3679130 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61318 members Mstep: Class 2 contains 26739 members Entering Unmasked Estep Score: -3679695.750000 Penalty: 1036.102295 Iteration 23Q: 3 clusters Score -3679696 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63073 members Mstep: Class 2 contains 24984 members Entering Unmasked Estep Score: -3680265.750000 Penalty: 1036.102295 Iteration 24Q: 3 clusters Score -3680266 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64899 members Mstep: Class 2 contains 23158 members Entering Unmasked Estep Score: -3680895.000000 Penalty: 1036.102295 Iteration 25Q: 3 clusters Score -3680895 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66711 members Mstep: Class 2 contains 21346 members Entering Unmasked Estep Score: -3681542.500000 Penalty: 1036.102295 Iteration 26Q: 3 clusters Score -3681542 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68499 members Mstep: Class 2 contains 19558 members Entering Unmasked Estep Score: -3682198.000000 Penalty: 1036.102295 Iteration 27Q: 3 clusters Score -3682198 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70256 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -3682876.500000 Penalty: 1036.102295 Iteration 28Q: 3 clusters Score -3682876 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71966 members Mstep: Class 2 contains 16091 members Entering Unmasked Estep Score: -3683526.250000 Penalty: 1036.102295 Iteration 29Q: 3 clusters Score -3683526 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73649 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -3684219.250000 Penalty: 1036.102295 Iteration 30Q: 3 clusters Score -3684219 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75237 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -3684898.500000 Penalty: 1036.102295 Iteration 31Q: 3 clusters Score -3684898 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76692 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -3685504.750000 Penalty: 1036.102295 Iteration 32Q: 3 clusters Score -3685505 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78072 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -3686170.250000 Penalty: 1036.102295 Iteration 33Q: 3 clusters Score -3686170 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79374 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -3686783.500000 Penalty: 1036.102295 Iteration 34Q: 3 clusters Score -3686784 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80593 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -3687395.000000 Penalty: 1036.102295 Iteration 35Q: 3 clusters Score -3687395 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81646 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -3687886.750000 Penalty: 1036.102295 Iteration 36Q: 3 clusters Score -3687887 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82547 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -3688327.500000 Penalty: 1036.102295 Iteration 37Q: 3 clusters Score -3688328 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83268 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -3688686.500000 Penalty: 1036.102295 Iteration 38Q: 3 clusters Score -3688686 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83841 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -3688928.250000 Penalty: 1036.102295 Iteration 39Q: 3 clusters Score -3688928 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84256 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -3689173.250000 Penalty: 1036.102295 Iteration 40F: 3 clusters Score -3689173 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84729 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -3689399.750000 Penalty: 1036.102295 Iteration 41Q: 3 clusters Score -3689400 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85144 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -3689579.500000 Penalty: 1036.102295 Iteration 42Q: 3 clusters Score -3689580 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85494 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -3689739.500000 Penalty: 1036.102295 Iteration 43Q: 3 clusters Score -3689740 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85788 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -3689874.000000 Penalty: 1036.102295 Iteration 44Q: 3 clusters Score -3689874 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86050 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -3689980.750000 Penalty: 1036.102295 Iteration 45Q: 3 clusters Score -3689981 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86247 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -3690063.500000 Penalty: 1036.102295 Iteration 46Q: 3 clusters Score -3690064 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86415 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3690127.000000 Penalty: 1036.102295 Iteration 47Q: 3 clusters Score -3690127 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86559 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3690166.500000 Penalty: 1036.102295 Iteration 48Q: 3 clusters Score -3690166 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86667 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3690202.000000 Penalty: 1036.102295 Iteration 49Q: 3 clusters Score -3690202 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86746 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -3690211.750000 Penalty: 1036.102295 Iteration 50Q: 3 clusters Score -3690212 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86804 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -3690228.500000 Penalty: 1036.102295 Iteration 51Q: 3 clusters Score -3690228 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86856 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -3690242.250000 Penalty: 1036.102295 Iteration 52Q: 3 clusters Score -3690242 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86922 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -3690264.000000 Penalty: 1036.102295 Iteration 53Q: 3 clusters Score -3690264 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86979 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -3690277.750000 Penalty: 1036.102295 Iteration 54Q: 3 clusters Score -3690278 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87037 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -3690279.000000 Penalty: 1036.102295 Iteration 55Q: 3 clusters Score -3690279 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87075 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -3690288.000000 Penalty: 1036.102295 Iteration 56Q: 3 clusters Score -3690288 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87103 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -3690300.500000 Penalty: 1036.102295 Iteration 57Q: 3 clusters Score -3690300 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87130 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -3690298.750000 Penalty: 1036.102295 Iteration 58Q: 3 clusters Score -3690299 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87163 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -3690298.750000 Penalty: 1036.102295 Iteration 59Q: 3 clusters Score -3690299 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87193 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3690309.250000 Penalty: 1036.102295 Iteration 60F: 3 clusters Score -3690309 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87220 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -3690322.750000 Penalty: 1036.102295 Iteration 61Q: 3 clusters Score -3690323 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87253 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -3690348.000000 Penalty: 1036.102295 Iteration 62Q: 3 clusters Score -3690348 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87287 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -3690358.000000 Penalty: 1036.102295 Iteration 63Q: 3 clusters Score -3690358 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87314 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -3690368.500000 Penalty: 1036.102295 Iteration 64Q: 3 clusters Score -3690368 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87339 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -3690372.000000 Penalty: 1036.102295 Iteration 65Q: 3 clusters Score -3690372 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87356 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -3690371.250000 Penalty: 1036.102295 Iteration 66Q: 3 clusters Score -3690371 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87362 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -3690373.000000 Penalty: 1036.102295 Iteration 67Q: 3 clusters Score -3690373 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87365 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3690374.000000 Penalty: 1036.102295 Iteration 68Q: 3 clusters Score -3690374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87367 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -3690369.750000 Penalty: 1036.102295 Iteration 69Q: 3 clusters Score -3690370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87371 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -3690370.000000 Penalty: 1036.102295 Iteration 70Q: 3 clusters Score -3690370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87374 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -3690367.750000 Penalty: 1036.102295 Iteration 71Q: 3 clusters Score -3690368 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87380 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -3690367.250000 Penalty: 1036.102295 Iteration 72Q: 3 clusters Score -3690367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87383 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -3690364.250000 Penalty: 1036.102295 Iteration 73Q: 3 clusters Score -3690364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87387 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3690365.750000 Penalty: 1036.102295 Iteration 74Q: 3 clusters Score -3690366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87391 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -3690364.750000 Penalty: 1036.102295 Iteration 75Q: 3 clusters Score -3690365 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87392 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -3690364.500000 Penalty: 1036.102295 Iteration 76Q: 3 clusters Score -3690364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87391 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -3690369.250000 Penalty: 1036.102295 Iteration 77Q: 3 clusters Score -3690369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87391 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -3690369.250000 Penalty: 1036.102295 Iteration 78F: 3 clusters Score -3690369 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Entering Unmasked Estep Score: -66513.789062 Penalty: 348.685059 Iteration 0F: 2 clusters Score -66513.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -64995.546875 Penalty: 697.370117 Iteration 0F: 3 clusters Score -64995.55 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -65668.968750 Penalty: 697.370117 Iteration 1F: 3 clusters Score -65668.97 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -65817.867188 Penalty: 697.370117 Iteration 2F: 3 clusters Score -65817.87 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -65979.835938 Penalty: 697.370117 Iteration 3F: 3 clusters Score -65979.84 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -66098.359375 Penalty: 697.370117 Iteration 4F: 3 clusters Score -66098.36 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -66158.375000 Penalty: 697.370117 Iteration 5Q: 3 clusters Score -66158.38 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -66189.656250 Penalty: 697.370117 Iteration 6Q: 3 clusters Score -66189.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -66216.085938 Penalty: 697.370117 Iteration 7Q: 3 clusters Score -66216.09 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -66249.484375 Penalty: 697.370117 Iteration 8Q: 3 clusters Score -66249.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -66282.203125 Penalty: 697.370117 Iteration 9Q: 3 clusters Score -66282.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -66308.187500 Penalty: 697.370117 Iteration 10Q: 3 clusters Score -66308.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -66336.000000 Penalty: 697.370117 Iteration 11Q: 3 clusters Score -66336 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -66356.265625 Penalty: 697.370117 Iteration 12Q: 3 clusters Score -66356.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -66371.570312 Penalty: 697.370117 Iteration 13Q: 3 clusters Score -66371.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -66381.164062 Penalty: 697.370117 Iteration 14Q: 3 clusters Score -66381.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -66385.484375 Penalty: 697.370117 Iteration 15Q: 3 clusters Score -66385.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -66391.406250 Penalty: 697.370117 Iteration 16Q: 3 clusters Score -66391.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -66395.664062 Penalty: 697.370117 Iteration 17Q: 3 clusters Score -66395.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -66398.203125 Penalty: 697.370117 Iteration 18Q: 3 clusters Score -66398.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -66401.070312 Penalty: 697.370117 Iteration 19Q: 3 clusters Score -66401.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -66404.875000 Penalty: 697.370117 Iteration 20F: 3 clusters Score -66404.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -66407.257812 Penalty: 697.370117 Iteration 21Q: 3 clusters Score -66407.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -66408.695312 Penalty: 697.370117 Iteration 22Q: 3 clusters Score -66408.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -66409.054688 Penalty: 697.370117 Iteration 23Q: 3 clusters Score -66409.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -66409.296875 Penalty: 697.370117 Iteration 24Q: 3 clusters Score -66409.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -66409.414062 Penalty: 697.370117 Iteration 25Q: 3 clusters Score -66409.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66409.609375 Penalty: 697.370117 Iteration 26Q: 3 clusters Score -66409.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66409.609375 Penalty: 697.370117 Iteration 27F: 3 clusters Score -66409.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Entering Unmasked Estep Score: -258822.687500 Penalty: 401.556274 Iteration 0F: 2 clusters Score -258822.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -254312.859375 Penalty: 803.112549 Iteration 0F: 3 clusters Score -254312.9 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -256158.750000 Penalty: 803.112549 Iteration 1F: 3 clusters Score -256158.8 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -256368.125000 Penalty: 803.112549 Iteration 2F: 3 clusters Score -256368.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -256629.265625 Penalty: 803.112549 Iteration 3F: 3 clusters Score -256629.3 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -256946.953125 Penalty: 803.112549 Iteration 4F: 3 clusters Score -256947 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -257377.046875 Penalty: 803.112549 Iteration 5F: 3 clusters Score -257377 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -257815.859375 Penalty: 803.112549 Iteration 6F: 3 clusters Score -257815.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -258113.671875 Penalty: 803.112549 Iteration 7Q: 3 clusters Score -258113.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -258283.265625 Penalty: 803.112549 Iteration 8Q: 3 clusters Score -258283.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -258357.078125 Penalty: 803.112549 Iteration 9Q: 3 clusters Score -258357.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -258391.640625 Penalty: 803.112549 Iteration 10Q: 3 clusters Score -258391.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -258416.421875 Penalty: 803.112549 Iteration 11Q: 3 clusters Score -258416.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -258430.984375 Penalty: 803.112549 Iteration 12Q: 3 clusters Score -258431 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -258434.796875 Penalty: 803.112549 Iteration 13Q: 3 clusters Score -258434.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -258436.812500 Penalty: 803.112549 Iteration 14Q: 3 clusters Score -258436.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -258442.046875 Penalty: 803.112549 Iteration 15Q: 3 clusters Score -258442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -258444.593750 Penalty: 803.112549 Iteration 16Q: 3 clusters Score -258444.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -258445.828125 Penalty: 803.112549 Iteration 17Q: 3 clusters Score -258445.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -258447.093750 Penalty: 803.112549 Iteration 18Q: 3 clusters Score -258447.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -258448.875000 Penalty: 803.112549 Iteration 19Q: 3 clusters Score -258448.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -258448.921875 Penalty: 803.112549 Iteration 20F: 3 clusters Score -258448.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -160819.750000 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160819.8 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -161879.625000 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161879.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -161988.359375 Penalty: 759.349976 Iteration 2F: 3 clusters Score -161988.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -162106.453125 Penalty: 759.349976 Iteration 3F: 3 clusters Score -162106.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -162240.828125 Penalty: 759.349976 Iteration 4F: 3 clusters Score -162240.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -162385.734375 Penalty: 759.349976 Iteration 5F: 3 clusters Score -162385.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -162556.765625 Penalty: 759.349976 Iteration 6F: 3 clusters Score -162556.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -162706.515625 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -162706.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -162839.250000 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -162839.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -162916.140625 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -162916.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -162961.390625 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -162961.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -162985.531250 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -162985.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -163002.015625 Penalty: 759.349976 Iteration 12Q: 3 clusters Score -163002 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -163011.843750 Penalty: 759.349976 Iteration 13Q: 3 clusters Score -163011.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -163017.500000 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -163017.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -163022.250000 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -163022.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -163026.093750 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -163026.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -163029.578125 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -163029.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -163034.656250 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163034.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -163038.375000 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163038.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -163041.890625 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163041.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -163044.171875 Penalty: 759.349976 Iteration 21Q: 3 clusters Score -163044.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -163046.015625 Penalty: 759.349976 Iteration 22Q: 3 clusters Score -163046 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -163048.250000 Penalty: 759.349976 Iteration 23Q: 3 clusters Score -163048.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -163050.328125 Penalty: 759.349976 Iteration 24Q: 3 clusters Score -163050.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -163053.250000 Penalty: 759.349976 Iteration 25Q: 3 clusters Score -163053.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -163056.140625 Penalty: 759.349976 Iteration 26Q: 3 clusters Score -163056.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -163057.593750 Penalty: 759.349976 Iteration 27Q: 3 clusters Score -163057.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -163059.250000 Penalty: 759.349976 Iteration 28Q: 3 clusters Score -163059.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -163060.359375 Penalty: 759.349976 Iteration 29Q: 3 clusters Score -163060.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -163060.484375 Penalty: 759.349976 Iteration 30Q: 3 clusters Score -163060.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -163060.687500 Penalty: 759.349976 Iteration 31Q: 3 clusters Score -163060.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -163060.890625 Penalty: 759.349976 Iteration 32Q: 3 clusters Score -163060.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -163061.203125 Penalty: 759.349976 Iteration 33Q: 3 clusters Score -163061.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -163061.875000 Penalty: 759.349976 Iteration 34Q: 3 clusters Score -163061.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -163061.890625 Penalty: 759.349976 Iteration 35Q: 3 clusters Score -163061.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -163062.015625 Penalty: 759.349976 Iteration 36Q: 3 clusters Score -163062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -163062.015625 Penalty: 759.349976 Iteration 37F: 3 clusters Score -163062 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -38948.460938 Penalty: 319.621521 Iteration 0F: 2 clusters Score -38948.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -38051.117188 Penalty: 639.243042 Iteration 0F: 3 clusters Score -38051.12 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -38374.347656 Penalty: 639.243042 Iteration 1F: 3 clusters Score -38374.35 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -38525.382812 Penalty: 639.243042 Iteration 2F: 3 clusters Score -38525.38 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -38667.449219 Penalty: 639.243042 Iteration 3F: 3 clusters Score -38667.45 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -38758.230469 Penalty: 639.243042 Iteration 4F: 3 clusters Score -38758.23 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -38803.097656 Penalty: 639.243042 Iteration 5F: 3 clusters Score -38803.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -38825.031250 Penalty: 639.243042 Iteration 6Q: 3 clusters Score -38825.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -38835.378906 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -38835.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -38846.078125 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -38846.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -38850.593750 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -38850.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -38853.968750 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -38853.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -38854.363281 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -38854.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -38854.652344 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -38854.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -38854.652344 Penalty: 639.243042 Iteration 13F: 3 clusters Score -38854.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7590.778809 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7590.779 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7730.857422 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7730.857 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7766.535645 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7766.536 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7779.968750 Penalty: 511.785614 Iteration 3Q: 3 clusters Score -7779.969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7784.762695 Penalty: 511.785614 Iteration 4Q: 3 clusters Score -7784.763 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7792.420410 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7792.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7798.317383 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7798.317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7799.301758 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7799.302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7799.634766 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7799.635 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7801.238770 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -7801.239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7801.238770 Penalty: 511.785614 Iteration 10F: 3 clusters Score -7801.239 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Entering Unmasked Estep Score: -53194.281250 Penalty: 330.830872 Iteration 0F: 2 clusters Score -53194.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -52125.414062 Penalty: 661.661743 Iteration 0F: 3 clusters Score -52125.41 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -52446.593750 Penalty: 661.661743 Iteration 1F: 3 clusters Score -52446.59 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -52531.285156 Penalty: 661.661743 Iteration 2F: 3 clusters Score -52531.29 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -52591.648438 Penalty: 661.661743 Iteration 3F: 3 clusters Score -52591.65 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -52626.117188 Penalty: 661.661743 Iteration 4F: 3 clusters Score -52626.12 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -52654.304688 Penalty: 661.661743 Iteration 5Q: 3 clusters Score -52654.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -52680.058594 Penalty: 661.661743 Iteration 6Q: 3 clusters Score -52680.06 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -52699.328125 Penalty: 661.661743 Iteration 7Q: 3 clusters Score -52699.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -52723.292969 Penalty: 661.661743 Iteration 8Q: 3 clusters Score -52723.29 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -52747.589844 Penalty: 661.661743 Iteration 9Q: 3 clusters Score -52747.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -52766.023438 Penalty: 661.661743 Iteration 10Q: 3 clusters Score -52766.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -52783.988281 Penalty: 661.661743 Iteration 11Q: 3 clusters Score -52783.99 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -52803.218750 Penalty: 661.661743 Iteration 12Q: 3 clusters Score -52803.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -52817.195312 Penalty: 661.661743 Iteration 13Q: 3 clusters Score -52817.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -52826.777344 Penalty: 661.661743 Iteration 14Q: 3 clusters Score -52826.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -52832.082031 Penalty: 661.661743 Iteration 15Q: 3 clusters Score -52832.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -52839.656250 Penalty: 661.661743 Iteration 16Q: 3 clusters Score -52839.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -52850.921875 Penalty: 661.661743 Iteration 17Q: 3 clusters Score -52850.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -52860.484375 Penalty: 661.661743 Iteration 18Q: 3 clusters Score -52860.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -52869.179688 Penalty: 661.661743 Iteration 19Q: 3 clusters Score -52869.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -52878.093750 Penalty: 661.661743 Iteration 20F: 3 clusters Score -52878.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -52884.910156 Penalty: 661.661743 Iteration 21Q: 3 clusters Score -52884.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -52889.175781 Penalty: 661.661743 Iteration 22Q: 3 clusters Score -52889.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -52894.281250 Penalty: 661.661743 Iteration 23Q: 3 clusters Score -52894.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -52896.980469 Penalty: 661.661743 Iteration 24Q: 3 clusters Score -52896.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -52901.972656 Penalty: 661.661743 Iteration 25Q: 3 clusters Score -52901.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -52904.128906 Penalty: 661.661743 Iteration 26Q: 3 clusters Score -52904.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -52904.128906 Penalty: 661.661743 Iteration 27F: 3 clusters Score -52904.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -4456.891602 Penalty: 239.687546 Iteration 0F: 2 clusters Score -4456.892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -4213.340820 Penalty: 479.375092 Iteration 0F: 3 clusters Score -4213.341 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -4278.241699 Penalty: 479.375092 Iteration 1F: 3 clusters Score -4278.242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -4308.296387 Penalty: 479.375092 Iteration 2F: 3 clusters Score -4308.296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4350.065918 Penalty: 479.375092 Iteration 3F: 3 clusters Score -4350.066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -4396.385742 Penalty: 479.375092 Iteration 4F: 3 clusters Score -4396.386 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -4420.063477 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -4420.063 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -4448.985840 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -4448.986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -4468.415527 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -4468.416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4501.010742 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -4501.011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -4501.735352 Penalty: 479.375092 Iteration 9Q: 3 clusters Score -4501.735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -4501.735352 Penalty: 479.375092 Iteration 10F: 3 clusters Score -4501.735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 83 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 7612 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8298 members Mstep: Class 43 contains 12222 members Mstep: Class 44 contains 2923 members Mstep: Class 45 contains 111 members Entering Unmasked Estep Score: -14458737.000000 Penalty: 26380.212891 Splitting cluster 23 changes total score from -14452675.000000 to -14458737.000000 So it's getting split into cluster 45. Entering ConstructFrom: Trying to split cluster 24 (26946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26946 members Entering Unmasked Estep Score: -1025370.500000 Penalty: 464.172363 Iteration 0F: 2 clusters Score -1025370 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 13559 members Entering Unmasked Estep Score: -1007508.562500 Penalty: 928.344727 Iteration 0F: 3 clusters Score -1007509 nChanged 12674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12359 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -1015559.437500 Penalty: 928.344727 Iteration 1F: 3 clusters Score -1015559 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -1016442.375000 Penalty: 928.344727 Iteration 2F: 3 clusters Score -1016442 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 15790 members Entering Unmasked Estep Score: -1017493.312500 Penalty: 928.344727 Iteration 3F: 3 clusters Score -1017493 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -1018727.687500 Penalty: 928.344727 Iteration 4F: 3 clusters Score -1018728 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 17257 members Entering Unmasked Estep Score: -1019892.562500 Penalty: 928.344727 Iteration 5F: 3 clusters Score -1019893 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 17824 members Entering Unmasked Estep Score: -1020794.250000 Penalty: 928.344727 Iteration 6F: 3 clusters Score -1020794 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 18286 members Entering Unmasked Estep Score: -1021306.000000 Penalty: 928.344727 Iteration 7Q: 3 clusters Score -1021306 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 18667 members Entering Unmasked Estep Score: -1021571.250000 Penalty: 928.344727 Iteration 8Q: 3 clusters Score -1021571 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 19037 members Entering Unmasked Estep Score: -1021732.375000 Penalty: 928.344727 Iteration 9Q: 3 clusters Score -1021732 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 19432 members Entering Unmasked Estep Score: -1021870.250000 Penalty: 928.344727 Iteration 10Q: 3 clusters Score -1021870 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 19858 members Entering Unmasked Estep Score: -1022012.187500 Penalty: 928.344727 Iteration 11Q: 3 clusters Score -1022012 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 20326 members Entering Unmasked Estep Score: -1022175.187500 Penalty: 928.344727 Iteration 12Q: 3 clusters Score -1022175 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 20800 members Entering Unmasked Estep Score: -1022344.812500 Penalty: 928.344727 Iteration 13Q: 3 clusters Score -1022345 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -1022546.562500 Penalty: 928.344727 Iteration 14Q: 3 clusters Score -1022547 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 21803 members Entering Unmasked Estep Score: -1022744.062500 Penalty: 928.344727 Iteration 15Q: 3 clusters Score -1022744 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 22285 members Entering Unmasked Estep Score: -1022946.437500 Penalty: 928.344727 Iteration 16Q: 3 clusters Score -1022946 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -1023198.250000 Penalty: 928.344727 Iteration 17Q: 3 clusters Score -1023198 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 23282 members Entering Unmasked Estep Score: -1023439.437500 Penalty: 928.344727 Iteration 18Q: 3 clusters Score -1023439 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 23734 members Entering Unmasked Estep Score: -1023676.500000 Penalty: 928.344727 Iteration 19Q: 3 clusters Score -1023676 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -1023894.875000 Penalty: 928.344727 Iteration 20F: 3 clusters Score -1023895 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 24500 members Entering Unmasked Estep Score: -1024109.937500 Penalty: 928.344727 Iteration 21Q: 3 clusters Score -1024110 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -1024304.250000 Penalty: 928.344727 Iteration 22Q: 3 clusters Score -1024304 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -1024460.250000 Penalty: 928.344727 Iteration 23Q: 3 clusters Score -1024460 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -1024611.937500 Penalty: 928.344727 Iteration 24Q: 3 clusters Score -1024612 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 25544 members Entering Unmasked Estep Score: -1024733.875000 Penalty: 928.344727 Iteration 25Q: 3 clusters Score -1024734 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 25702 members Entering Unmasked Estep Score: -1024829.250000 Penalty: 928.344727 Iteration 26Q: 3 clusters Score -1024829 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 25832 members Entering Unmasked Estep Score: -1024896.875000 Penalty: 928.344727 Iteration 27Q: 3 clusters Score -1024897 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -1024943.625000 Penalty: 928.344727 Iteration 28Q: 3 clusters Score -1024944 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 26006 members Entering Unmasked Estep Score: -1024972.062500 Penalty: 928.344727 Iteration 29Q: 3 clusters Score -1024972 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -1024995.500000 Penalty: 928.344727 Iteration 30Q: 3 clusters Score -1024996 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 26107 members Entering Unmasked Estep Score: -1025015.812500 Penalty: 928.344727 Iteration 31Q: 3 clusters Score -1025016 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 26148 members Entering Unmasked Estep Score: -1025029.812500 Penalty: 928.344727 Iteration 32Q: 3 clusters Score -1025030 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 26183 members Entering Unmasked Estep Score: -1025042.125000 Penalty: 928.344727 Iteration 33Q: 3 clusters Score -1025042 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 26223 members Entering Unmasked Estep Score: -1025056.750000 Penalty: 928.344727 Iteration 34Q: 3 clusters Score -1025057 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 26248 members Entering Unmasked Estep Score: -1025069.687500 Penalty: 928.344727 Iteration 35Q: 3 clusters Score -1025070 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 26272 members Entering Unmasked Estep Score: -1025083.625000 Penalty: 928.344727 Iteration 36Q: 3 clusters Score -1025084 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 26294 members Entering Unmasked Estep Score: -1025092.187500 Penalty: 928.344727 Iteration 37Q: 3 clusters Score -1025092 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 26313 members Entering Unmasked Estep Score: -1025098.000000 Penalty: 928.344727 Iteration 38Q: 3 clusters Score -1025098 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 26325 members Entering Unmasked Estep Score: -1025101.562500 Penalty: 928.344727 Iteration 39Q: 3 clusters Score -1025102 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 26336 members Entering Unmasked Estep Score: -1025103.312500 Penalty: 928.344727 Iteration 40F: 3 clusters Score -1025103 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 26345 members Entering Unmasked Estep Score: -1025104.937500 Penalty: 928.344727 Iteration 41Q: 3 clusters Score -1025105 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 26354 members Entering Unmasked Estep Score: -1025107.250000 Penalty: 928.344727 Iteration 42Q: 3 clusters Score -1025107 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 26360 members Entering Unmasked Estep Score: -1025109.187500 Penalty: 928.344727 Iteration 43Q: 3 clusters Score -1025109 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 26367 members Entering Unmasked Estep Score: -1025110.937500 Penalty: 928.344727 Iteration 44Q: 3 clusters Score -1025111 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 26376 members Entering Unmasked Estep Score: -1025114.187500 Penalty: 928.344727 Iteration 45Q: 3 clusters Score -1025114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 26382 members Entering Unmasked Estep Score: -1025115.062500 Penalty: 928.344727 Iteration 46Q: 3 clusters Score -1025115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 26386 members Entering Unmasked Estep Score: -1025117.062500 Penalty: 928.344727 Iteration 47Q: 3 clusters Score -1025117 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -1025118.500000 Penalty: 928.344727 Iteration 48Q: 3 clusters Score -1025118 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 26399 members Entering Unmasked Estep Score: -1025123.500000 Penalty: 928.344727 Iteration 49Q: 3 clusters Score -1025124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 26407 members Entering Unmasked Estep Score: -1025128.500000 Penalty: 928.344727 Iteration 50Q: 3 clusters Score -1025128 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 26420 members Entering Unmasked Estep Score: -1025132.250000 Penalty: 928.344727 Iteration 51Q: 3 clusters Score -1025132 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 26431 members Entering Unmasked Estep Score: -1025134.187500 Penalty: 928.344727 Iteration 52Q: 3 clusters Score -1025134 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 26442 members Entering Unmasked Estep Score: -1025136.687500 Penalty: 928.344727 Iteration 53Q: 3 clusters Score -1025137 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 26452 members Entering Unmasked Estep Score: -1025141.375000 Penalty: 928.344727 Iteration 54Q: 3 clusters Score -1025141 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 26464 members Entering Unmasked Estep Score: -1025144.687500 Penalty: 928.344727 Iteration 55Q: 3 clusters Score -1025145 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 26474 members Entering Unmasked Estep Score: -1025149.250000 Penalty: 928.344727 Iteration 56Q: 3 clusters Score -1025149 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 26486 members Entering Unmasked Estep Score: -1025153.625000 Penalty: 928.344727 Iteration 57Q: 3 clusters Score -1025154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 26492 members Entering Unmasked Estep Score: -1025156.000000 Penalty: 928.344727 Iteration 58Q: 3 clusters Score -1025156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 26497 members Entering Unmasked Estep Score: -1025158.562500 Penalty: 928.344727 Iteration 59Q: 3 clusters Score -1025159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 26504 members Entering Unmasked Estep Score: -1025159.875000 Penalty: 928.344727 Iteration 60F: 3 clusters Score -1025160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 26511 members Entering Unmasked Estep Score: -1025161.250000 Penalty: 928.344727 Iteration 61Q: 3 clusters Score -1025161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 26515 members Entering Unmasked Estep Score: -1025161.687500 Penalty: 928.344727 Iteration 62Q: 3 clusters Score -1025162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 26519 members Entering Unmasked Estep Score: -1025164.875000 Penalty: 928.344727 Iteration 63Q: 3 clusters Score -1025165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -1025165.375000 Penalty: 928.344727 Iteration 64Q: 3 clusters Score -1025165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -1025166.125000 Penalty: 928.344727 Iteration 65Q: 3 clusters Score -1025166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -1025166.125000 Penalty: 928.344727 Iteration 66F: 3 clusters Score -1025166 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Entering Unmasked Estep Score: -299347.656250 Penalty: 406.655396 Iteration 0F: 2 clusters Score -299347.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -294377.750000 Penalty: 813.310791 Iteration 0F: 3 clusters Score -294377.8 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -296467.593750 Penalty: 813.310791 Iteration 1F: 3 clusters Score -296467.6 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -296876.125000 Penalty: 813.310791 Iteration 2F: 3 clusters Score -296876.1 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -297328.250000 Penalty: 813.310791 Iteration 3F: 3 clusters Score -297328.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -297851.968750 Penalty: 813.310791 Iteration 4F: 3 clusters Score -297852 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -298364.843750 Penalty: 813.310791 Iteration 5F: 3 clusters Score -298364.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -298748.656250 Penalty: 813.310791 Iteration 6Q: 3 clusters Score -298748.7 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -299099.593750 Penalty: 813.310791 Iteration 7Q: 3 clusters Score -299099.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -299516.156250 Penalty: 813.310791 Iteration 8Q: 3 clusters Score -299516.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -299829.593750 Penalty: 813.310791 Iteration 9Q: 3 clusters Score -299829.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -299977.843750 Penalty: 813.310791 Iteration 10Q: 3 clusters Score -299977.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -300131.093750 Penalty: 813.310791 Iteration 11Q: 3 clusters Score -300131.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -300299.218750 Penalty: 813.310791 Iteration 12Q: 3 clusters Score -300299.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -300520.843750 Penalty: 813.310791 Iteration 13Q: 3 clusters Score -300520.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -300758.437500 Penalty: 813.310791 Iteration 14Q: 3 clusters Score -300758.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -300916.562500 Penalty: 813.310791 Iteration 15Q: 3 clusters Score -300916.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -301018.218750 Penalty: 813.310791 Iteration 16Q: 3 clusters Score -301018.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -301072.375000 Penalty: 813.310791 Iteration 17Q: 3 clusters Score -301072.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -301104.250000 Penalty: 813.310791 Iteration 18Q: 3 clusters Score -301104.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -301116.687500 Penalty: 813.310791 Iteration 19Q: 3 clusters Score -301116.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -301122.281250 Penalty: 813.310791 Iteration 20F: 3 clusters Score -301122.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -301123.968750 Penalty: 813.310791 Iteration 21Q: 3 clusters Score -301124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -301123.906250 Penalty: 813.310791 Iteration 22Q: 3 clusters Score -301123.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -301124.218750 Penalty: 813.310791 Iteration 23Q: 3 clusters Score -301124.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -301124.562500 Penalty: 813.310791 Iteration 24Q: 3 clusters Score -301124.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -301124.437500 Penalty: 813.310791 Iteration 25Q: 3 clusters Score -301124.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -301124.468750 Penalty: 813.310791 Iteration 26Q: 3 clusters Score -301124.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -301124.468750 Penalty: 813.310791 Iteration 27F: 3 clusters Score -301124.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 83 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 4843 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 8298 members Mstep: Class 43 contains 12222 members Mstep: Class 44 contains 2923 members Mstep: Class 45 contains 111 members Mstep: Class 46 contains 2769 members Entering Unmasked Estep Score: -14460333.000000 Penalty: 26966.439453 Splitting cluster 25 changes total score from -14452675.000000 to -14460333.000000 So it's getting split into cluster 46. Entering ConstructFrom: Trying to split cluster 26 (32450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32450 members Entering Unmasked Estep Score: -1245503.500000 Penalty: 472.629242 Iteration 0F: 2 clusters Score -1245504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16133 members Mstep: Class 2 contains 16317 members Entering Unmasked Estep Score: -1223706.000000 Penalty: 945.258484 Iteration 0F: 3 clusters Score -1223706 nChanged 15676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -1233605.500000 Penalty: 945.258484 Iteration 1F: 3 clusters Score -1233606 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -1234731.375000 Penalty: 945.258484 Iteration 2F: 3 clusters Score -1234731 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -1236313.750000 Penalty: 945.258484 Iteration 3F: 3 clusters Score -1236314 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -1238190.625000 Penalty: 945.258484 Iteration 4F: 3 clusters Score -1238191 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 24349 members Entering Unmasked Estep Score: -1240096.750000 Penalty: 945.258484 Iteration 5F: 3 clusters Score -1240097 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 25360 members Entering Unmasked Estep Score: -1241595.125000 Penalty: 945.258484 Iteration 6F: 3 clusters Score -1241595 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 26034 members Entering Unmasked Estep Score: -1242386.375000 Penalty: 945.258484 Iteration 7Q: 3 clusters Score -1242386 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 26585 members Entering Unmasked Estep Score: -1242834.500000 Penalty: 945.258484 Iteration 8Q: 3 clusters Score -1242834 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1243169.500000 Penalty: 945.258484 Iteration 9Q: 3 clusters Score -1243170 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 27555 members Entering Unmasked Estep Score: -1243461.875000 Penalty: 945.258484 Iteration 10Q: 3 clusters Score -1243462 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 27945 members Entering Unmasked Estep Score: -1243668.375000 Penalty: 945.258484 Iteration 11Q: 3 clusters Score -1243668 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 28313 members Entering Unmasked Estep Score: -1243865.500000 Penalty: 945.258484 Iteration 12Q: 3 clusters Score -1243866 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 28639 members Entering Unmasked Estep Score: -1244041.500000 Penalty: 945.258484 Iteration 13Q: 3 clusters Score -1244042 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 28919 members Entering Unmasked Estep Score: -1244178.250000 Penalty: 945.258484 Iteration 14Q: 3 clusters Score -1244178 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 29167 members Entering Unmasked Estep Score: -1244295.625000 Penalty: 945.258484 Iteration 15Q: 3 clusters Score -1244296 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 29365 members Entering Unmasked Estep Score: -1244377.375000 Penalty: 945.258484 Iteration 16Q: 3 clusters Score -1244377 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 29540 members Entering Unmasked Estep Score: -1244449.125000 Penalty: 945.258484 Iteration 17Q: 3 clusters Score -1244449 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 29700 members Entering Unmasked Estep Score: -1244523.750000 Penalty: 945.258484 Iteration 18Q: 3 clusters Score -1244524 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 29849 members Entering Unmasked Estep Score: -1244582.875000 Penalty: 945.258484 Iteration 19Q: 3 clusters Score -1244583 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 30008 members Entering Unmasked Estep Score: -1244656.000000 Penalty: 945.258484 Iteration 20F: 3 clusters Score -1244656 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 30146 members Entering Unmasked Estep Score: -1244714.875000 Penalty: 945.258484 Iteration 21Q: 3 clusters Score -1244715 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 30263 members Entering Unmasked Estep Score: -1244753.250000 Penalty: 945.258484 Iteration 22Q: 3 clusters Score -1244753 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 30362 members Entering Unmasked Estep Score: -1244803.500000 Penalty: 945.258484 Iteration 23Q: 3 clusters Score -1244804 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 30453 members Entering Unmasked Estep Score: -1244837.750000 Penalty: 945.258484 Iteration 24Q: 3 clusters Score -1244838 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 30536 members Entering Unmasked Estep Score: -1244873.125000 Penalty: 945.258484 Iteration 25Q: 3 clusters Score -1244873 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 30610 members Entering Unmasked Estep Score: -1244896.875000 Penalty: 945.258484 Iteration 26Q: 3 clusters Score -1244897 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 30675 members Entering Unmasked Estep Score: -1244916.875000 Penalty: 945.258484 Iteration 27Q: 3 clusters Score -1244917 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 30731 members Entering Unmasked Estep Score: -1244936.250000 Penalty: 945.258484 Iteration 28Q: 3 clusters Score -1244936 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 30769 members Entering Unmasked Estep Score: -1244936.250000 Penalty: 945.258484 Iteration 29Q: 3 clusters Score -1244936 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 30803 members Entering Unmasked Estep Score: -1244942.375000 Penalty: 945.258484 Iteration 30Q: 3 clusters Score -1244942 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 30840 members Entering Unmasked Estep Score: -1244946.000000 Penalty: 945.258484 Iteration 31Q: 3 clusters Score -1244946 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 30871 members Entering Unmasked Estep Score: -1244952.375000 Penalty: 945.258484 Iteration 32Q: 3 clusters Score -1244952 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 30892 members Entering Unmasked Estep Score: -1244955.875000 Penalty: 945.258484 Iteration 33Q: 3 clusters Score -1244956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 30913 members Entering Unmasked Estep Score: -1244960.500000 Penalty: 945.258484 Iteration 34Q: 3 clusters Score -1244960 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 30937 members Entering Unmasked Estep Score: -1244961.875000 Penalty: 945.258484 Iteration 35Q: 3 clusters Score -1244962 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 30955 members Entering Unmasked Estep Score: -1244962.000000 Penalty: 945.258484 Iteration 36Q: 3 clusters Score -1244962 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 30970 members Entering Unmasked Estep Score: -1244966.875000 Penalty: 945.258484 Iteration 37Q: 3 clusters Score -1244967 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 30982 members Entering Unmasked Estep Score: -1244970.000000 Penalty: 945.258484 Iteration 38Q: 3 clusters Score -1244970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 30993 members Entering Unmasked Estep Score: -1244969.375000 Penalty: 945.258484 Iteration 39Q: 3 clusters Score -1244969 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 31005 members Entering Unmasked Estep Score: -1244970.375000 Penalty: 945.258484 Iteration 40F: 3 clusters Score -1244970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 31016 members Entering Unmasked Estep Score: -1244973.625000 Penalty: 945.258484 Iteration 41Q: 3 clusters Score -1244974 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 31034 members Entering Unmasked Estep Score: -1244976.125000 Penalty: 945.258484 Iteration 42Q: 3 clusters Score -1244976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 31051 members Entering Unmasked Estep Score: -1244978.875000 Penalty: 945.258484 Iteration 43Q: 3 clusters Score -1244979 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 31072 members Entering Unmasked Estep Score: -1244983.000000 Penalty: 945.258484 Iteration 44Q: 3 clusters Score -1244983 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 31095 members Entering Unmasked Estep Score: -1244984.500000 Penalty: 945.258484 Iteration 45Q: 3 clusters Score -1244984 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 31114 members Entering Unmasked Estep Score: -1244985.125000 Penalty: 945.258484 Iteration 46Q: 3 clusters Score -1244985 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 31135 members Entering Unmasked Estep Score: -1244993.750000 Penalty: 945.258484 Iteration 47Q: 3 clusters Score -1244994 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -1244995.875000 Penalty: 945.258484 Iteration 48Q: 3 clusters Score -1244996 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 31171 members Entering Unmasked Estep Score: -1244996.125000 Penalty: 945.258484 Iteration 49Q: 3 clusters Score -1244996 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 31183 members Entering Unmasked Estep Score: -1244998.500000 Penalty: 945.258484 Iteration 50Q: 3 clusters Score -1244998 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 31196 members Entering Unmasked Estep Score: -1245001.750000 Penalty: 945.258484 Iteration 51Q: 3 clusters Score -1245002 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 31212 members Entering Unmasked Estep Score: -1245007.500000 Penalty: 945.258484 Iteration 52Q: 3 clusters Score -1245008 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 31235 members Entering Unmasked Estep Score: -1245010.000000 Penalty: 945.258484 Iteration 53Q: 3 clusters Score -1245010 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 31261 members Entering Unmasked Estep Score: -1245016.750000 Penalty: 945.258484 Iteration 54Q: 3 clusters Score -1245017 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 31282 members Entering Unmasked Estep Score: -1245023.375000 Penalty: 945.258484 Iteration 55Q: 3 clusters Score -1245023 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 31299 members Entering Unmasked Estep Score: -1245026.500000 Penalty: 945.258484 Iteration 56Q: 3 clusters Score -1245026 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 31315 members Entering Unmasked Estep Score: -1245027.625000 Penalty: 945.258484 Iteration 57Q: 3 clusters Score -1245028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 31332 members Entering Unmasked Estep Score: -1245030.000000 Penalty: 945.258484 Iteration 58Q: 3 clusters Score -1245030 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 31345 members Entering Unmasked Estep Score: -1245035.125000 Penalty: 945.258484 Iteration 59Q: 3 clusters Score -1245035 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 31359 members Entering Unmasked Estep Score: -1245036.125000 Penalty: 945.258484 Iteration 60F: 3 clusters Score -1245036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 31369 members Entering Unmasked Estep Score: -1245039.000000 Penalty: 945.258484 Iteration 61Q: 3 clusters Score -1245039 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 31378 members Entering Unmasked Estep Score: -1245039.500000 Penalty: 945.258484 Iteration 62Q: 3 clusters Score -1245040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 31382 members Entering Unmasked Estep Score: -1245040.125000 Penalty: 945.258484 Iteration 63Q: 3 clusters Score -1245040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 31386 members Entering Unmasked Estep Score: -1245040.250000 Penalty: 945.258484 Iteration 64Q: 3 clusters Score -1245040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 31390 members Entering Unmasked Estep Score: -1245039.125000 Penalty: 945.258484 Iteration 65Q: 3 clusters Score -1245039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 31391 members Entering Unmasked Estep Score: -1245039.500000 Penalty: 945.258484 Iteration 66Q: 3 clusters Score -1245040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 31391 members Entering Unmasked Estep Score: -1245039.500000 Penalty: 945.258484 Iteration 67F: 3 clusters Score -1245040 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -16671.810547 Penalty: 275.476990 Iteration 0F: 2 clusters Score -16671.81 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 202 members Entering Unmasked Estep Score: -16225.552734 Penalty: 550.953979 Iteration 0F: 3 clusters Score -16225.55 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16328.326172 Penalty: 550.953979 Iteration 1F: 3 clusters Score -16328.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16357.558594 Penalty: 550.953979 Iteration 2F: 3 clusters Score -16357.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16366.970703 Penalty: 550.953979 Iteration 3F: 3 clusters Score -16366.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -16368.930664 Penalty: 550.953979 Iteration 4Q: 3 clusters Score -16368.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16370.995117 Penalty: 550.953979 Iteration 5Q: 3 clusters Score -16371 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16373.282227 Penalty: 550.953979 Iteration 6Q: 3 clusters Score -16373.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -16376.103516 Penalty: 550.953979 Iteration 7Q: 3 clusters Score -16376.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -16379.235352 Penalty: 550.953979 Iteration 8Q: 3 clusters Score -16379.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16380.708984 Penalty: 550.953979 Iteration 9Q: 3 clusters Score -16380.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16384.003906 Penalty: 550.953979 Iteration 10Q: 3 clusters Score -16384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16386.539062 Penalty: 550.953979 Iteration 11Q: 3 clusters Score -16386.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -16387.158203 Penalty: 550.953979 Iteration 12Q: 3 clusters Score -16387.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -16388.906250 Penalty: 550.953979 Iteration 13Q: 3 clusters Score -16388.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -16390.726562 Penalty: 550.953979 Iteration 14Q: 3 clusters Score -16390.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -16391.466797 Penalty: 550.953979 Iteration 15Q: 3 clusters Score -16391.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -16391.720703 Penalty: 550.953979 Iteration 16Q: 3 clusters Score -16391.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16391.927734 Penalty: 550.953979 Iteration 17Q: 3 clusters Score -16391.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16391.927734 Penalty: 550.953979 Iteration 18F: 3 clusters Score -16391.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -49507.539062 Penalty: 326.065094 Iteration 0F: 2 clusters Score -49507.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -48520.781250 Penalty: 652.130188 Iteration 0F: 3 clusters Score -48520.78 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -48808.050781 Penalty: 652.130188 Iteration 1F: 3 clusters Score -48808.05 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -48856.125000 Penalty: 652.130188 Iteration 2F: 3 clusters Score -48856.12 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -48876.960938 Penalty: 652.130188 Iteration 3Q: 3 clusters Score -48876.96 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -48897.972656 Penalty: 652.130188 Iteration 4Q: 3 clusters Score -48897.97 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -48912.449219 Penalty: 652.130188 Iteration 5Q: 3 clusters Score -48912.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -48929.976562 Penalty: 652.130188 Iteration 6Q: 3 clusters Score -48929.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -48948.761719 Penalty: 652.130188 Iteration 7Q: 3 clusters Score -48948.76 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -48959.078125 Penalty: 652.130188 Iteration 8Q: 3 clusters Score -48959.08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -48969.917969 Penalty: 652.130188 Iteration 9Q: 3 clusters Score -48969.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -48981.902344 Penalty: 652.130188 Iteration 10Q: 3 clusters Score -48981.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -48994.773438 Penalty: 652.130188 Iteration 11Q: 3 clusters Score -48994.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -49007.781250 Penalty: 652.130188 Iteration 12Q: 3 clusters Score -49007.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -49016.054688 Penalty: 652.130188 Iteration 13Q: 3 clusters Score -49016.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -49021.800781 Penalty: 652.130188 Iteration 14Q: 3 clusters Score -49021.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -49027.152344 Penalty: 652.130188 Iteration 15Q: 3 clusters Score -49027.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -49036.359375 Penalty: 652.130188 Iteration 16Q: 3 clusters Score -49036.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -49045.917969 Penalty: 652.130188 Iteration 17Q: 3 clusters Score -49045.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -49055.148438 Penalty: 652.130188 Iteration 18Q: 3 clusters Score -49055.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -49069.710938 Penalty: 652.130188 Iteration 19Q: 3 clusters Score -49069.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -49094.050781 Penalty: 652.130188 Iteration 20F: 3 clusters Score -49094.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -49108.546875 Penalty: 652.130188 Iteration 21Q: 3 clusters Score -49108.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -49121.218750 Penalty: 652.130188 Iteration 22Q: 3 clusters Score -49121.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -49133.550781 Penalty: 652.130188 Iteration 23Q: 3 clusters Score -49133.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -49158.941406 Penalty: 652.130188 Iteration 24Q: 3 clusters Score -49158.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -49174.957031 Penalty: 652.130188 Iteration 25Q: 3 clusters Score -49174.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -49186.460938 Penalty: 652.130188 Iteration 26Q: 3 clusters Score -49186.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -49196.500000 Penalty: 652.130188 Iteration 27Q: 3 clusters Score -49196.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -49213.988281 Penalty: 652.130188 Iteration 28Q: 3 clusters Score -49213.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -49225.886719 Penalty: 652.130188 Iteration 29Q: 3 clusters Score -49225.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -49230.796875 Penalty: 652.130188 Iteration 30Q: 3 clusters Score -49230.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -49238.605469 Penalty: 652.130188 Iteration 31Q: 3 clusters Score -49238.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -49241.902344 Penalty: 652.130188 Iteration 32Q: 3 clusters Score -49241.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -49243.519531 Penalty: 652.130188 Iteration 33Q: 3 clusters Score -49243.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -49244.804688 Penalty: 652.130188 Iteration 34Q: 3 clusters Score -49244.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -49247.292969 Penalty: 652.130188 Iteration 35Q: 3 clusters Score -49247.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -49248.167969 Penalty: 652.130188 Iteration 36Q: 3 clusters Score -49248.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -49248.167969 Penalty: 652.130188 Iteration 37F: 3 clusters Score -49248.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (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: -23689.792969 Penalty: 298.911407 Iteration 0F: 2 clusters Score -23689.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -23045.683594 Penalty: 597.822815 Iteration 0F: 3 clusters Score -23045.68 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23230.986328 Penalty: 597.822815 Iteration 1F: 3 clusters Score -23230.99 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -23297.429688 Penalty: 597.822815 Iteration 2F: 3 clusters Score -23297.43 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -23344.740234 Penalty: 597.822815 Iteration 3F: 3 clusters Score -23344.74 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23380.087891 Penalty: 597.822815 Iteration 4F: 3 clusters Score -23380.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23407.869141 Penalty: 597.822815 Iteration 5Q: 3 clusters Score -23407.87 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23433.333984 Penalty: 597.822815 Iteration 6Q: 3 clusters Score -23433.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -23450.527344 Penalty: 597.822815 Iteration 7Q: 3 clusters Score -23450.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -23465.044922 Penalty: 597.822815 Iteration 8Q: 3 clusters Score -23465.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -23473.220703 Penalty: 597.822815 Iteration 9Q: 3 clusters Score -23473.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -23477.919922 Penalty: 597.822815 Iteration 10Q: 3 clusters Score -23477.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -23480.515625 Penalty: 597.822815 Iteration 11Q: 3 clusters Score -23480.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -23481.216797 Penalty: 597.822815 Iteration 12Q: 3 clusters Score -23481.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -23482.109375 Penalty: 597.822815 Iteration 13Q: 3 clusters Score -23482.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -23484.873047 Penalty: 597.822815 Iteration 14Q: 3 clusters Score -23484.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -23485.800781 Penalty: 597.822815 Iteration 15Q: 3 clusters Score -23485.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -23486.085938 Penalty: 597.822815 Iteration 16Q: 3 clusters Score -23486.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -23486.085938 Penalty: 597.822815 Iteration 17F: 3 clusters Score -23486.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5694.020508 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5694.021 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5750.659668 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5750.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5764.048340 Penalty: 472.559082 Iteration 2F: 3 clusters Score -5764.048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5765.156250 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5765.156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5766.354004 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5766.354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5766.354004 Penalty: 472.559082 Iteration 5F: 3 clusters Score -5766.354 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Entering Unmasked Estep Score: -174497.718750 Penalty: 380.030518 Iteration 0F: 2 clusters Score -174497.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -171616.187500 Penalty: 760.061035 Iteration 0F: 3 clusters Score -171616.2 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -172786.609375 Penalty: 760.061035 Iteration 1F: 3 clusters Score -172786.6 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -172974.359375 Penalty: 760.061035 Iteration 2F: 3 clusters Score -172974.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -173131.421875 Penalty: 760.061035 Iteration 3F: 3 clusters Score -173131.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -173231.875000 Penalty: 760.061035 Iteration 4F: 3 clusters Score -173231.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -173313.296875 Penalty: 760.061035 Iteration 5Q: 3 clusters Score -173313.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -173414.593750 Penalty: 760.061035 Iteration 6Q: 3 clusters Score -173414.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -173521.234375 Penalty: 760.061035 Iteration 7Q: 3 clusters Score -173521.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -173620.281250 Penalty: 760.061035 Iteration 8Q: 3 clusters Score -173620.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -173704.484375 Penalty: 760.061035 Iteration 9Q: 3 clusters Score -173704.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -173777.171875 Penalty: 760.061035 Iteration 10Q: 3 clusters Score -173777.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -173839.359375 Penalty: 760.061035 Iteration 11Q: 3 clusters Score -173839.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -173863.953125 Penalty: 760.061035 Iteration 12Q: 3 clusters Score -173864 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -173878.140625 Penalty: 760.061035 Iteration 13Q: 3 clusters Score -173878.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -173886.390625 Penalty: 760.061035 Iteration 14Q: 3 clusters Score -173886.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -173893.500000 Penalty: 760.061035 Iteration 15Q: 3 clusters Score -173893.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -173902.453125 Penalty: 760.061035 Iteration 16Q: 3 clusters Score -173902.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -173909.968750 Penalty: 760.061035 Iteration 17Q: 3 clusters Score -173910 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -173918.578125 Penalty: 760.061035 Iteration 18Q: 3 clusters Score -173918.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -173925.281250 Penalty: 760.061035 Iteration 19Q: 3 clusters Score -173925.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -173931.546875 Penalty: 760.061035 Iteration 20F: 3 clusters Score -173931.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -173938.687500 Penalty: 760.061035 Iteration 21Q: 3 clusters Score -173938.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -173943.468750 Penalty: 760.061035 Iteration 22Q: 3 clusters Score -173943.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -173951.671875 Penalty: 760.061035 Iteration 23Q: 3 clusters Score -173951.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -173960.890625 Penalty: 760.061035 Iteration 24Q: 3 clusters Score -173960.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -173969.500000 Penalty: 760.061035 Iteration 25Q: 3 clusters Score -173969.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -173979.812500 Penalty: 760.061035 Iteration 26Q: 3 clusters Score -173979.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -173988.046875 Penalty: 760.061035 Iteration 27Q: 3 clusters Score -173988 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -173997.296875 Penalty: 760.061035 Iteration 28Q: 3 clusters Score -173997.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -174007.250000 Penalty: 760.061035 Iteration 29Q: 3 clusters Score -174007.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -174017.562500 Penalty: 760.061035 Iteration 30Q: 3 clusters Score -174017.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -174028.390625 Penalty: 760.061035 Iteration 31Q: 3 clusters Score -174028.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -174041.140625 Penalty: 760.061035 Iteration 32Q: 3 clusters Score -174041.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -174050.265625 Penalty: 760.061035 Iteration 33Q: 3 clusters Score -174050.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -174057.109375 Penalty: 760.061035 Iteration 34Q: 3 clusters Score -174057.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -174060.234375 Penalty: 760.061035 Iteration 35Q: 3 clusters Score -174060.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -174064.734375 Penalty: 760.061035 Iteration 36Q: 3 clusters Score -174064.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -174070.578125 Penalty: 760.061035 Iteration 37Q: 3 clusters Score -174070.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -174078.515625 Penalty: 760.061035 Iteration 38Q: 3 clusters Score -174078.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -174086.984375 Penalty: 760.061035 Iteration 39Q: 3 clusters Score -174087 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -174092.093750 Penalty: 760.061035 Iteration 40F: 3 clusters Score -174092.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -174095.859375 Penalty: 760.061035 Iteration 41Q: 3 clusters Score -174095.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -174097.015625 Penalty: 760.061035 Iteration 42Q: 3 clusters Score -174097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -174098.453125 Penalty: 760.061035 Iteration 43Q: 3 clusters Score -174098.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -174100.453125 Penalty: 760.061035 Iteration 44Q: 3 clusters Score -174100.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -174103.406250 Penalty: 760.061035 Iteration 45Q: 3 clusters Score -174103.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -174105.921875 Penalty: 760.061035 Iteration 46Q: 3 clusters Score -174105.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -174107.453125 Penalty: 760.061035 Iteration 47Q: 3 clusters Score -174107.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -174109.515625 Penalty: 760.061035 Iteration 48Q: 3 clusters Score -174109.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -174109.609375 Penalty: 760.061035 Iteration 49Q: 3 clusters Score -174109.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -174109.656250 Penalty: 760.061035 Iteration 50Q: 3 clusters Score -174109.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -174111.453125 Penalty: 760.061035 Iteration 51Q: 3 clusters Score -174111.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -174113.531250 Penalty: 760.061035 Iteration 52Q: 3 clusters Score -174113.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -174115.984375 Penalty: 760.061035 Iteration 53Q: 3 clusters Score -174116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -174117.781250 Penalty: 760.061035 Iteration 54Q: 3 clusters Score -174117.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -174120.671875 Penalty: 760.061035 Iteration 55Q: 3 clusters Score -174120.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -174123.515625 Penalty: 760.061035 Iteration 56Q: 3 clusters Score -174123.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -174126.687500 Penalty: 760.061035 Iteration 57Q: 3 clusters Score -174126.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -174129.968750 Penalty: 760.061035 Iteration 58Q: 3 clusters Score -174130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -174130.921875 Penalty: 760.061035 Iteration 59Q: 3 clusters Score -174130.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -174132.781250 Penalty: 760.061035 Iteration 60F: 3 clusters Score -174132.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -174135.390625 Penalty: 760.061035 Iteration 61Q: 3 clusters Score -174135.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -174138.140625 Penalty: 760.061035 Iteration 62Q: 3 clusters Score -174138.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -174141.109375 Penalty: 760.061035 Iteration 63Q: 3 clusters Score -174141.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -174145.203125 Penalty: 760.061035 Iteration 64Q: 3 clusters Score -174145.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -174147.765625 Penalty: 760.061035 Iteration 65Q: 3 clusters Score -174147.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -174150.125000 Penalty: 760.061035 Iteration 66Q: 3 clusters Score -174150.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -174150.609375 Penalty: 760.061035 Iteration 67Q: 3 clusters Score -174150.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -174150.609375 Penalty: 760.061035 Iteration 68F: 3 clusters Score -174150.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Entering Unmasked Estep Score: -291425.968750 Penalty: 404.993591 Iteration 0F: 2 clusters Score -291426 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -286480.593750 Penalty: 809.987183 Iteration 0F: 3 clusters Score -286480.6 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -288425.500000 Penalty: 809.987183 Iteration 1F: 3 clusters Score -288425.5 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -288638.718750 Penalty: 809.987183 Iteration 2F: 3 clusters Score -288638.7 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -288888.312500 Penalty: 809.987183 Iteration 3F: 3 clusters Score -288888.3 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -289216.437500 Penalty: 809.987183 Iteration 4F: 3 clusters Score -289216.4 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -289620.062500 Penalty: 809.987183 Iteration 5F: 3 clusters Score -289620.1 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -290057.218750 Penalty: 809.987183 Iteration 6F: 3 clusters Score -290057.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -290396.250000 Penalty: 809.987183 Iteration 7F: 3 clusters Score -290396.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -290632.437500 Penalty: 809.987183 Iteration 8Q: 3 clusters Score -290632.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -290789.187500 Penalty: 809.987183 Iteration 9Q: 3 clusters Score -290789.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -290894.468750 Penalty: 809.987183 Iteration 10Q: 3 clusters Score -290894.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -290949.875000 Penalty: 809.987183 Iteration 11Q: 3 clusters Score -290949.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -290982.218750 Penalty: 809.987183 Iteration 12Q: 3 clusters Score -290982.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -291004.812500 Penalty: 809.987183 Iteration 13Q: 3 clusters Score -291004.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -291019.906250 Penalty: 809.987183 Iteration 14Q: 3 clusters Score -291019.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -291028.843750 Penalty: 809.987183 Iteration 15Q: 3 clusters Score -291028.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -291036.000000 Penalty: 809.987183 Iteration 16Q: 3 clusters Score -291036 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -291044.875000 Penalty: 809.987183 Iteration 17Q: 3 clusters Score -291044.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -291055.593750 Penalty: 809.987183 Iteration 18Q: 3 clusters Score -291055.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -291069.031250 Penalty: 809.987183 Iteration 19Q: 3 clusters Score -291069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -291079.281250 Penalty: 809.987183 Iteration 20F: 3 clusters Score -291079.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -291089.625000 Penalty: 809.987183 Iteration 21Q: 3 clusters Score -291089.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -291093.156250 Penalty: 809.987183 Iteration 22Q: 3 clusters Score -291093.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -291094.875000 Penalty: 809.987183 Iteration 23Q: 3 clusters Score -291094.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -291096.437500 Penalty: 809.987183 Iteration 24Q: 3 clusters Score -291096.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -291097.343750 Penalty: 809.987183 Iteration 25Q: 3 clusters Score -291097.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -291097.468750 Penalty: 809.987183 Iteration 26Q: 3 clusters Score -291097.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -291098.375000 Penalty: 809.987183 Iteration 27Q: 3 clusters Score -291098.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -291098.500000 Penalty: 809.987183 Iteration 28Q: 3 clusters Score -291098.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -291099.531250 Penalty: 809.987183 Iteration 29Q: 3 clusters Score -291099.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -291100.156250 Penalty: 809.987183 Iteration 30Q: 3 clusters Score -291100.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -291100.156250 Penalty: 809.987183 Iteration 31F: 3 clusters Score -291100.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Entering Unmasked Estep Score: -50553.062500 Penalty: 331.708313 Iteration 0F: 2 clusters Score -50553.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -49459.558594 Penalty: 663.416626 Iteration 0F: 3 clusters Score -49459.56 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49790.289062 Penalty: 663.416626 Iteration 1F: 3 clusters Score -49790.29 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -49870.496094 Penalty: 663.416626 Iteration 2F: 3 clusters Score -49870.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -49936.730469 Penalty: 663.416626 Iteration 3F: 3 clusters Score -49936.73 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -50000.019531 Penalty: 663.416626 Iteration 4F: 3 clusters Score -50000.02 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -50097.832031 Penalty: 663.416626 Iteration 5F: 3 clusters Score -50097.83 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -50222.929688 Penalty: 663.416626 Iteration 6F: 3 clusters Score -50222.93 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -50321.523438 Penalty: 663.416626 Iteration 7F: 3 clusters Score -50321.52 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -50388.652344 Penalty: 663.416626 Iteration 8Q: 3 clusters Score -50388.65 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -50435.058594 Penalty: 663.416626 Iteration 9Q: 3 clusters Score -50435.06 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -50469.121094 Penalty: 663.416626 Iteration 10Q: 3 clusters Score -50469.12 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -50485.410156 Penalty: 663.416626 Iteration 11Q: 3 clusters Score -50485.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -50490.609375 Penalty: 663.416626 Iteration 12Q: 3 clusters Score -50490.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -50494.953125 Penalty: 663.416626 Iteration 13Q: 3 clusters Score -50494.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -50497.332031 Penalty: 663.416626 Iteration 14Q: 3 clusters Score -50497.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -50498.011719 Penalty: 663.416626 Iteration 15Q: 3 clusters Score -50498.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -50498.011719 Penalty: 663.416626 Iteration 16F: 3 clusters Score -50498.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Entering Unmasked Estep Score: -29202.464844 Penalty: 302.763947 Iteration 0F: 2 clusters Score -29202.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -28532.847656 Penalty: 605.527893 Iteration 0F: 3 clusters Score -28532.85 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -28711.224609 Penalty: 605.527893 Iteration 1F: 3 clusters Score -28711.22 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28778.949219 Penalty: 605.527893 Iteration 2F: 3 clusters Score -28778.95 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28833.693359 Penalty: 605.527893 Iteration 3F: 3 clusters Score -28833.69 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28861.611328 Penalty: 605.527893 Iteration 4F: 3 clusters Score -28861.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -28878.695312 Penalty: 605.527893 Iteration 5Q: 3 clusters Score -28878.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -28891.712891 Penalty: 605.527893 Iteration 6Q: 3 clusters Score -28891.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -28903.886719 Penalty: 605.527893 Iteration 7Q: 3 clusters Score -28903.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -28909.136719 Penalty: 605.527893 Iteration 8Q: 3 clusters Score -28909.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -28912.568359 Penalty: 605.527893 Iteration 9Q: 3 clusters Score -28912.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -28915.457031 Penalty: 605.527893 Iteration 10Q: 3 clusters Score -28915.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -28916.279297 Penalty: 605.527893 Iteration 11Q: 3 clusters Score -28916.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -28917.476562 Penalty: 605.527893 Iteration 12Q: 3 clusters Score -28917.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -28918.294922 Penalty: 605.527893 Iteration 13Q: 3 clusters Score -28918.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28918.982422 Penalty: 605.527893 Iteration 14Q: 3 clusters Score -28918.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -28919.509766 Penalty: 605.527893 Iteration 15Q: 3 clusters Score -28919.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -28919.509766 Penalty: 605.527893 Iteration 16F: 3 clusters Score -28919.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (33376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Entering Unmasked Estep Score: -1315364.875000 Penalty: 473.909454 Iteration 0F: 2 clusters Score -1315365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16800 members Mstep: Class 2 contains 16576 members Entering Unmasked Estep Score: -1293238.250000 Penalty: 947.818909 Iteration 0F: 3 clusters Score -1293238 nChanged 15948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18958 members Mstep: Class 2 contains 14418 members Entering Unmasked Estep Score: -1303225.750000 Penalty: 947.818909 Iteration 1F: 3 clusters Score -1303226 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20188 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -1304609.375000 Penalty: 947.818909 Iteration 2F: 3 clusters Score -1304609 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21708 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -1306282.125000 Penalty: 947.818909 Iteration 3F: 3 clusters Score -1306282 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -1307912.000000 Penalty: 947.818909 Iteration 4F: 3 clusters Score -1307912 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24944 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -1309344.125000 Penalty: 947.818909 Iteration 5F: 3 clusters Score -1309344 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26475 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -1310769.750000 Penalty: 947.818909 Iteration 6F: 3 clusters Score -1310770 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27787 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1312168.875000 Penalty: 947.818909 Iteration 7Q: 3 clusters Score -1312169 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28719 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1313147.125000 Penalty: 947.818909 Iteration 8Q: 3 clusters Score -1313147 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29361 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1313673.375000 Penalty: 947.818909 Iteration 9Q: 3 clusters Score -1313673 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29889 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1314030.125000 Penalty: 947.818909 Iteration 10Q: 3 clusters Score -1314030 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30307 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1314265.625000 Penalty: 947.818909 Iteration 11Q: 3 clusters Score -1314266 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30631 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1314420.875000 Penalty: 947.818909 Iteration 12Q: 3 clusters Score -1314421 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30914 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1314561.000000 Penalty: 947.818909 Iteration 13Q: 3 clusters Score -1314561 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31157 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1314672.875000 Penalty: 947.818909 Iteration 14Q: 3 clusters Score -1314673 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31345 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1314758.000000 Penalty: 947.818909 Iteration 15Q: 3 clusters Score -1314758 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31520 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1314828.500000 Penalty: 947.818909 Iteration 16Q: 3 clusters Score -1314828 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31669 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1314887.875000 Penalty: 947.818909 Iteration 17Q: 3 clusters Score -1314888 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31790 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1314936.875000 Penalty: 947.818909 Iteration 18Q: 3 clusters Score -1314937 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31890 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1314962.375000 Penalty: 947.818909 Iteration 19Q: 3 clusters Score -1314962 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31971 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1314977.250000 Penalty: 947.818909 Iteration 20F: 3 clusters Score -1314977 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32027 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1314989.750000 Penalty: 947.818909 Iteration 21Q: 3 clusters Score -1314990 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32079 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1314999.250000 Penalty: 947.818909 Iteration 22Q: 3 clusters Score -1314999 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32129 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1315010.875000 Penalty: 947.818909 Iteration 23Q: 3 clusters Score -1315011 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32175 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1315020.625000 Penalty: 947.818909 Iteration 24Q: 3 clusters Score -1315021 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32211 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1315028.625000 Penalty: 947.818909 Iteration 25Q: 3 clusters Score -1315029 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32246 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1315034.375000 Penalty: 947.818909 Iteration 26Q: 3 clusters Score -1315034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32269 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1315035.500000 Penalty: 947.818909 Iteration 27Q: 3 clusters Score -1315036 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32294 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1315039.750000 Penalty: 947.818909 Iteration 28Q: 3 clusters Score -1315040 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32307 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1315040.125000 Penalty: 947.818909 Iteration 29Q: 3 clusters Score -1315040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32320 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1315042.500000 Penalty: 947.818909 Iteration 30Q: 3 clusters Score -1315042 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32333 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1315044.625000 Penalty: 947.818909 Iteration 31Q: 3 clusters Score -1315045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32344 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1315047.625000 Penalty: 947.818909 Iteration 32Q: 3 clusters Score -1315048 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32357 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1315048.250000 Penalty: 947.818909 Iteration 33Q: 3 clusters Score -1315048 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32371 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1315052.500000 Penalty: 947.818909 Iteration 34Q: 3 clusters Score -1315052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32388 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1315056.625000 Penalty: 947.818909 Iteration 35Q: 3 clusters Score -1315057 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32407 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1315063.875000 Penalty: 947.818909 Iteration 36Q: 3 clusters Score -1315064 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32429 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1315064.500000 Penalty: 947.818909 Iteration 37Q: 3 clusters Score -1315064 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32447 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1315069.375000 Penalty: 947.818909 Iteration 38Q: 3 clusters Score -1315069 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32467 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1315072.375000 Penalty: 947.818909 Iteration 39Q: 3 clusters Score -1315072 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32490 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1315077.750000 Penalty: 947.818909 Iteration 40F: 3 clusters Score -1315078 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32512 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1315081.000000 Penalty: 947.818909 Iteration 41Q: 3 clusters Score -1315081 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32526 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1315081.125000 Penalty: 947.818909 Iteration 42Q: 3 clusters Score -1315081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32535 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1315083.125000 Penalty: 947.818909 Iteration 43Q: 3 clusters Score -1315083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32546 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1315082.625000 Penalty: 947.818909 Iteration 44Q: 3 clusters Score -1315083 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32553 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1315082.125000 Penalty: 947.818909 Iteration 45Q: 3 clusters Score -1315082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32562 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1315087.750000 Penalty: 947.818909 Iteration 46Q: 3 clusters Score -1315088 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32573 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1315087.500000 Penalty: 947.818909 Iteration 47Q: 3 clusters Score -1315088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32581 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1315088.375000 Penalty: 947.818909 Iteration 48Q: 3 clusters Score -1315088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32588 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1315088.375000 Penalty: 947.818909 Iteration 49Q: 3 clusters Score -1315088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32592 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1315088.875000 Penalty: 947.818909 Iteration 50Q: 3 clusters Score -1315089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32592 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1315088.875000 Penalty: 947.818909 Iteration 51F: 3 clusters Score -1315089 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Entering Unmasked Estep Score: -31998.537109 Penalty: 318.056671 Iteration 0F: 2 clusters Score -31998.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -31152.880859 Penalty: 636.113342 Iteration 0F: 3 clusters Score -31152.88 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -31472.173828 Penalty: 636.113342 Iteration 1F: 3 clusters Score -31472.17 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -31551.250000 Penalty: 636.113342 Iteration 2F: 3 clusters Score -31551.25 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -31620.267578 Penalty: 636.113342 Iteration 3F: 3 clusters Score -31620.27 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -31681.955078 Penalty: 636.113342 Iteration 4Q: 3 clusters Score -31681.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -31725.609375 Penalty: 636.113342 Iteration 5Q: 3 clusters Score -31725.61 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -31756.056641 Penalty: 636.113342 Iteration 6Q: 3 clusters Score -31756.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -31779.250000 Penalty: 636.113342 Iteration 7Q: 3 clusters Score -31779.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -31801.777344 Penalty: 636.113342 Iteration 8Q: 3 clusters Score -31801.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31816.699219 Penalty: 636.113342 Iteration 9Q: 3 clusters Score -31816.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -31824.287109 Penalty: 636.113342 Iteration 10Q: 3 clusters Score -31824.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -31826.603516 Penalty: 636.113342 Iteration 11Q: 3 clusters Score -31826.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31827.550781 Penalty: 636.113342 Iteration 12Q: 3 clusters Score -31827.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31831.343750 Penalty: 636.113342 Iteration 13Q: 3 clusters Score -31831.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31836.986328 Penalty: 636.113342 Iteration 14Q: 3 clusters Score -31836.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31838.089844 Penalty: 636.113342 Iteration 15Q: 3 clusters Score -31838.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31838.845703 Penalty: 636.113342 Iteration 16Q: 3 clusters Score -31838.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31838.845703 Penalty: 636.113342 Iteration 17F: 3 clusters Score -31838.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Entering Unmasked Estep Score: -27805.130859 Penalty: 299.670807 Iteration 0F: 2 clusters Score -27805.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -27167.480469 Penalty: 599.341614 Iteration 0F: 3 clusters Score -27167.48 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -27328.935547 Penalty: 599.341614 Iteration 1F: 3 clusters Score -27328.94 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27373.576172 Penalty: 599.341614 Iteration 2F: 3 clusters Score -27373.58 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -27399.076172 Penalty: 599.341614 Iteration 3Q: 3 clusters Score -27399.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -27416.101562 Penalty: 599.341614 Iteration 4Q: 3 clusters Score -27416.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -27428.195312 Penalty: 599.341614 Iteration 5Q: 3 clusters Score -27428.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -27442.535156 Penalty: 599.341614 Iteration 6Q: 3 clusters Score -27442.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -27455.550781 Penalty: 599.341614 Iteration 7Q: 3 clusters Score -27455.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -27460.400391 Penalty: 599.341614 Iteration 8Q: 3 clusters Score -27460.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27462.083984 Penalty: 599.341614 Iteration 9Q: 3 clusters Score -27462.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -27463.535156 Penalty: 599.341614 Iteration 10Q: 3 clusters Score -27463.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -27466.251953 Penalty: 599.341614 Iteration 11Q: 3 clusters Score -27466.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -27468.197266 Penalty: 599.341614 Iteration 12Q: 3 clusters Score -27468.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -27469.017578 Penalty: 599.341614 Iteration 13Q: 3 clusters Score -27469.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -27469.574219 Penalty: 599.341614 Iteration 14Q: 3 clusters Score -27469.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -27470.367188 Penalty: 599.341614 Iteration 15Q: 3 clusters Score -27470.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -27471.162109 Penalty: 599.341614 Iteration 16Q: 3 clusters Score -27471.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -27471.351562 Penalty: 599.341614 Iteration 17Q: 3 clusters Score -27471.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -27471.451172 Penalty: 599.341614 Iteration 18Q: 3 clusters Score -27471.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -27472.365234 Penalty: 599.341614 Iteration 19Q: 3 clusters Score -27472.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -27473.769531 Penalty: 599.341614 Iteration 20F: 3 clusters Score -27473.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -27476.554688 Penalty: 599.341614 Iteration 21Q: 3 clusters Score -27476.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -27478.994141 Penalty: 599.341614 Iteration 22Q: 3 clusters Score -27478.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -27481.705078 Penalty: 599.341614 Iteration 23Q: 3 clusters Score -27481.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -27485.888672 Penalty: 599.341614 Iteration 24Q: 3 clusters Score -27485.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -27492.927734 Penalty: 599.341614 Iteration 25Q: 3 clusters Score -27492.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -27504.765625 Penalty: 599.341614 Iteration 26Q: 3 clusters Score -27504.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -27512.585938 Penalty: 599.341614 Iteration 27Q: 3 clusters Score -27512.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -27514.289062 Penalty: 599.341614 Iteration 28Q: 3 clusters Score -27514.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -27514.912109 Penalty: 599.341614 Iteration 29Q: 3 clusters Score -27514.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -27515.019531 Penalty: 599.341614 Iteration 30Q: 3 clusters Score -27515.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -27515.019531 Penalty: 599.341614 Iteration 31F: 3 clusters Score -27515.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Entering Unmasked Estep Score: -50250.914062 Penalty: 332.902954 Iteration 0F: 2 clusters Score -50250.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -49170.828125 Penalty: 665.805908 Iteration 0F: 3 clusters Score -49170.83 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -49606.960938 Penalty: 665.805908 Iteration 1F: 3 clusters Score -49606.96 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -49764.855469 Penalty: 665.805908 Iteration 2F: 3 clusters Score -49764.86 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -49880.296875 Penalty: 665.805908 Iteration 3F: 3 clusters Score -49880.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -49969.359375 Penalty: 665.805908 Iteration 4F: 3 clusters Score -49969.36 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -50040.703125 Penalty: 665.805908 Iteration 5F: 3 clusters Score -50040.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -50090.214844 Penalty: 665.805908 Iteration 6Q: 3 clusters Score -50090.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -50118.378906 Penalty: 665.805908 Iteration 7Q: 3 clusters Score -50118.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -50131.570312 Penalty: 665.805908 Iteration 8Q: 3 clusters Score -50131.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -50138.179688 Penalty: 665.805908 Iteration 9Q: 3 clusters Score -50138.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -50140.957031 Penalty: 665.805908 Iteration 10Q: 3 clusters Score -50140.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -50142.035156 Penalty: 665.805908 Iteration 11Q: 3 clusters Score -50142.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -50142.652344 Penalty: 665.805908 Iteration 12Q: 3 clusters Score -50142.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -50143.359375 Penalty: 665.805908 Iteration 13Q: 3 clusters Score -50143.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -50144.054688 Penalty: 665.805908 Iteration 14Q: 3 clusters Score -50144.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -50144.414062 Penalty: 665.805908 Iteration 15Q: 3 clusters Score -50144.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -50144.632812 Penalty: 665.805908 Iteration 16Q: 3 clusters Score -50144.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -50144.632812 Penalty: 665.805908 Iteration 17F: 3 clusters Score -50144.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Entering Unmasked Estep Score: -24305.101562 Penalty: 309.710754 Iteration 0F: 2 clusters Score -24305.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -23560.902344 Penalty: 619.421509 Iteration 0F: 3 clusters Score -23560.9 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -23807.474609 Penalty: 619.421509 Iteration 1F: 3 clusters Score -23807.47 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -23855.931641 Penalty: 619.421509 Iteration 2F: 3 clusters Score -23855.93 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -23892.712891 Penalty: 619.421509 Iteration 3F: 3 clusters Score -23892.71 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -23924.396484 Penalty: 619.421509 Iteration 4Q: 3 clusters Score -23924.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -23949.515625 Penalty: 619.421509 Iteration 5Q: 3 clusters Score -23949.52 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -23969.130859 Penalty: 619.421509 Iteration 6Q: 3 clusters Score -23969.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -23983.970703 Penalty: 619.421509 Iteration 7Q: 3 clusters Score -23983.97 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -24005.015625 Penalty: 619.421509 Iteration 8Q: 3 clusters Score -24005.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -24016.636719 Penalty: 619.421509 Iteration 9Q: 3 clusters Score -24016.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -24028.013672 Penalty: 619.421509 Iteration 10Q: 3 clusters Score -24028.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -24040.857422 Penalty: 619.421509 Iteration 11Q: 3 clusters Score -24040.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -24051.966797 Penalty: 619.421509 Iteration 12Q: 3 clusters Score -24051.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -24057.859375 Penalty: 619.421509 Iteration 13Q: 3 clusters Score -24057.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -24061.089844 Penalty: 619.421509 Iteration 14Q: 3 clusters Score -24061.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -24062.966797 Penalty: 619.421509 Iteration 15Q: 3 clusters Score -24062.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -24065.712891 Penalty: 619.421509 Iteration 16Q: 3 clusters Score -24065.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -24070.916016 Penalty: 619.421509 Iteration 17Q: 3 clusters Score -24070.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -24071.816406 Penalty: 619.421509 Iteration 18Q: 3 clusters Score -24071.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -24072.294922 Penalty: 619.421509 Iteration 19Q: 3 clusters Score -24072.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -24073.894531 Penalty: 619.421509 Iteration 20F: 3 clusters Score -24073.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -24077.212891 Penalty: 619.421509 Iteration 21Q: 3 clusters Score -24077.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -24080.912109 Penalty: 619.421509 Iteration 22Q: 3 clusters Score -24080.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -24087.220703 Penalty: 619.421509 Iteration 23Q: 3 clusters Score -24087.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -24090.144531 Penalty: 619.421509 Iteration 24Q: 3 clusters Score -24090.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -24090.769531 Penalty: 619.421509 Iteration 25Q: 3 clusters Score -24090.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -24090.769531 Penalty: 619.421509 Iteration 26F: 3 clusters Score -24090.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Entering Unmasked Estep Score: -32626.251953 Penalty: 303.172546 Iteration 0F: 2 clusters Score -32626.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -31945.457031 Penalty: 606.345093 Iteration 0F: 3 clusters Score -31945.46 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -32123.380859 Penalty: 606.345093 Iteration 1F: 3 clusters Score -32123.38 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -32159.421875 Penalty: 606.345093 Iteration 2F: 3 clusters Score -32159.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -32184.863281 Penalty: 606.345093 Iteration 3Q: 3 clusters Score -32184.86 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -32205.208984 Penalty: 606.345093 Iteration 4Q: 3 clusters Score -32205.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -32211.767578 Penalty: 606.345093 Iteration 5Q: 3 clusters Score -32211.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -32216.554688 Penalty: 606.345093 Iteration 6Q: 3 clusters Score -32216.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -32221.023438 Penalty: 606.345093 Iteration 7Q: 3 clusters Score -32221.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -32223.656250 Penalty: 606.345093 Iteration 8Q: 3 clusters Score -32223.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -32224.781250 Penalty: 606.345093 Iteration 9Q: 3 clusters Score -32224.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -32226.232422 Penalty: 606.345093 Iteration 10Q: 3 clusters Score -32226.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -32228.248047 Penalty: 606.345093 Iteration 11Q: 3 clusters Score -32228.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -32230.060547 Penalty: 606.345093 Iteration 12Q: 3 clusters Score -32230.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -32231.435547 Penalty: 606.345093 Iteration 13Q: 3 clusters Score -32231.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -32234.144531 Penalty: 606.345093 Iteration 14Q: 3 clusters Score -32234.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -32238.822266 Penalty: 606.345093 Iteration 15Q: 3 clusters Score -32238.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -32241.105469 Penalty: 606.345093 Iteration 16Q: 3 clusters Score -32241.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -32241.783203 Penalty: 606.345093 Iteration 17Q: 3 clusters Score -32241.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -32244.519531 Penalty: 606.345093 Iteration 18Q: 3 clusters Score -32244.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -32247.164062 Penalty: 606.345093 Iteration 19Q: 3 clusters Score -32247.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -32247.871094 Penalty: 606.345093 Iteration 20F: 3 clusters Score -32247.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -32249.476562 Penalty: 606.345093 Iteration 21Q: 3 clusters Score -32249.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -32250.687500 Penalty: 606.345093 Iteration 22Q: 3 clusters Score -32250.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -32250.953125 Penalty: 606.345093 Iteration 23Q: 3 clusters Score -32250.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -32251.091797 Penalty: 606.345093 Iteration 24Q: 3 clusters Score -32251.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -32251.929688 Penalty: 606.345093 Iteration 25Q: 3 clusters Score -32251.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -32252.427734 Penalty: 606.345093 Iteration 26Q: 3 clusters Score -32252.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -32252.613281 Penalty: 606.345093 Iteration 27Q: 3 clusters Score -32252.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -32252.613281 Penalty: 606.345093 Iteration 28F: 3 clusters Score -32252.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Entering Unmasked Estep Score: -23569.083984 Penalty: 289.439270 Iteration 0F: 2 clusters Score -23569.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -23021.726562 Penalty: 578.878540 Iteration 0F: 3 clusters Score -23021.73 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -23171.066406 Penalty: 578.878540 Iteration 1F: 3 clusters Score -23171.07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23199.175781 Penalty: 578.878540 Iteration 2F: 3 clusters Score -23199.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -23213.929688 Penalty: 578.878540 Iteration 3Q: 3 clusters Score -23213.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -23227.261719 Penalty: 578.878540 Iteration 4Q: 3 clusters Score -23227.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23232.636719 Penalty: 578.878540 Iteration 5Q: 3 clusters Score -23232.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -23238.890625 Penalty: 578.878540 Iteration 6Q: 3 clusters Score -23238.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -23249.041016 Penalty: 578.878540 Iteration 7Q: 3 clusters Score -23249.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -23259.351562 Penalty: 578.878540 Iteration 8Q: 3 clusters Score -23259.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -23270.765625 Penalty: 578.878540 Iteration 9Q: 3 clusters Score -23270.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -23278.550781 Penalty: 578.878540 Iteration 10Q: 3 clusters Score -23278.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -23280.947266 Penalty: 578.878540 Iteration 11Q: 3 clusters Score -23280.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -23281.814453 Penalty: 578.878540 Iteration 12Q: 3 clusters Score -23281.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -23282.830078 Penalty: 578.878540 Iteration 13Q: 3 clusters Score -23282.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -23283.630859 Penalty: 578.878540 Iteration 14Q: 3 clusters Score -23283.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -23285.011719 Penalty: 578.878540 Iteration 15Q: 3 clusters Score -23285.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -23287.859375 Penalty: 578.878540 Iteration 16Q: 3 clusters Score -23287.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -23293.923828 Penalty: 578.878540 Iteration 17Q: 3 clusters Score -23293.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -23297.910156 Penalty: 578.878540 Iteration 18Q: 3 clusters Score -23297.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -23301.505859 Penalty: 578.878540 Iteration 19Q: 3 clusters Score -23301.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -23309.351562 Penalty: 578.878540 Iteration 20F: 3 clusters Score -23309.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -23315.566406 Penalty: 578.878540 Iteration 21Q: 3 clusters Score -23315.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -23321.218750 Penalty: 578.878540 Iteration 22Q: 3 clusters Score -23321.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -23326.042969 Penalty: 578.878540 Iteration 23Q: 3 clusters Score -23326.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -23326.697266 Penalty: 578.878540 Iteration 24Q: 3 clusters Score -23326.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -23326.697266 Penalty: 578.878540 Iteration 25F: 3 clusters Score -23326.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (8298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Entering Unmasked Estep Score: -285840.187500 Penalty: 410.581512 Iteration 0F: 2 clusters Score -285840.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -280280.625000 Penalty: 821.163025 Iteration 0F: 3 clusters Score -280280.6 nChanged 3911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -282927.625000 Penalty: 821.163025 Iteration 1F: 3 clusters Score -282927.6 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -283462.656250 Penalty: 821.163025 Iteration 2F: 3 clusters Score -283462.7 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -283859.187500 Penalty: 821.163025 Iteration 3F: 3 clusters Score -283859.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -284144.031250 Penalty: 821.163025 Iteration 4F: 3 clusters Score -284144 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -284391.781250 Penalty: 821.163025 Iteration 5Q: 3 clusters Score -284391.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -284603.687500 Penalty: 821.163025 Iteration 6Q: 3 clusters Score -284603.7 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -284789.968750 Penalty: 821.163025 Iteration 7Q: 3 clusters Score -284790 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -284955.593750 Penalty: 821.163025 Iteration 8Q: 3 clusters Score -284955.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -285081.781250 Penalty: 821.163025 Iteration 9Q: 3 clusters Score -285081.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -285193.125000 Penalty: 821.163025 Iteration 10Q: 3 clusters Score -285193.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -285287.593750 Penalty: 821.163025 Iteration 11Q: 3 clusters Score -285287.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -285364.218750 Penalty: 821.163025 Iteration 12Q: 3 clusters Score -285364.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -285423.968750 Penalty: 821.163025 Iteration 13Q: 3 clusters Score -285424 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -285474.187500 Penalty: 821.163025 Iteration 14Q: 3 clusters Score -285474.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -285513.937500 Penalty: 821.163025 Iteration 15Q: 3 clusters Score -285513.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -285544.656250 Penalty: 821.163025 Iteration 16Q: 3 clusters Score -285544.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -285578.093750 Penalty: 821.163025 Iteration 17Q: 3 clusters Score -285578.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -285615.781250 Penalty: 821.163025 Iteration 18Q: 3 clusters Score -285615.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -285657.968750 Penalty: 821.163025 Iteration 19Q: 3 clusters Score -285658 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -285701.125000 Penalty: 821.163025 Iteration 20F: 3 clusters Score -285701.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -285739.187500 Penalty: 821.163025 Iteration 21Q: 3 clusters Score -285739.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -285772.187500 Penalty: 821.163025 Iteration 22Q: 3 clusters Score -285772.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -285801.156250 Penalty: 821.163025 Iteration 23Q: 3 clusters Score -285801.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -285813.968750 Penalty: 821.163025 Iteration 24Q: 3 clusters Score -285814 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -285825.562500 Penalty: 821.163025 Iteration 25Q: 3 clusters Score -285825.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -285834.187500 Penalty: 821.163025 Iteration 26Q: 3 clusters Score -285834.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -285840.843750 Penalty: 821.163025 Iteration 27Q: 3 clusters Score -285840.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -285844.406250 Penalty: 821.163025 Iteration 28Q: 3 clusters Score -285844.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -285849.500000 Penalty: 821.163025 Iteration 29Q: 3 clusters Score -285849.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -285852.625000 Penalty: 821.163025 Iteration 30Q: 3 clusters Score -285852.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -285856.656250 Penalty: 821.163025 Iteration 31Q: 3 clusters Score -285856.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -285860.156250 Penalty: 821.163025 Iteration 32Q: 3 clusters Score -285860.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -285862.156250 Penalty: 821.163025 Iteration 33Q: 3 clusters Score -285862.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -285862.312500 Penalty: 821.163025 Iteration 34Q: 3 clusters Score -285862.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -285864.562500 Penalty: 821.163025 Iteration 35Q: 3 clusters Score -285864.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -285867.437500 Penalty: 821.163025 Iteration 36Q: 3 clusters Score -285867.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -285872.281250 Penalty: 821.163025 Iteration 37Q: 3 clusters Score -285872.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -285874.187500 Penalty: 821.163025 Iteration 38Q: 3 clusters Score -285874.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -285875.281250 Penalty: 821.163025 Iteration 39Q: 3 clusters Score -285875.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -285876.781250 Penalty: 821.163025 Iteration 40F: 3 clusters Score -285876.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -285877.687500 Penalty: 821.163025 Iteration 41Q: 3 clusters Score -285877.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -285877.937500 Penalty: 821.163025 Iteration 42Q: 3 clusters Score -285877.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -285877.750000 Penalty: 821.163025 Iteration 43Q: 3 clusters Score -285877.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -285878.718750 Penalty: 821.163025 Iteration 44Q: 3 clusters Score -285878.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -285879.468750 Penalty: 821.163025 Iteration 45Q: 3 clusters Score -285879.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -285879.343750 Penalty: 821.163025 Iteration 46Q: 3 clusters Score -285879.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -285879.343750 Penalty: 821.163025 Iteration 47F: 3 clusters Score -285879.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 83 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 4843 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 7784 members Mstep: Class 43 contains 12222 members Mstep: Class 44 contains 2923 members Mstep: Class 45 contains 111 members Mstep: Class 46 contains 2769 members Mstep: Class 47 contains 514 members Entering Unmasked Estep Score: -14460176.000000 Penalty: 27552.666016 Splitting cluster 42 changes total score from -14452675.000000 to -14460176.000000 So it's getting split into cluster 47. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 39278 members Mstep: Class 2 contains 8777 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10433 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9198 members Mstep: Class 9 contains 8217 members Mstep: Class 10 contains 12966 members Mstep: Class 11 contains 34076 members Mstep: Class 12 contains 6834 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4500 members Mstep: Class 15 contains 2550 members Mstep: Class 16 contains 88057 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1124 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 83 members Mstep: Class 24 contains 26946 members Mstep: Class 25 contains 4843 members Mstep: Class 26 contains 32450 members Mstep: Class 27 contains 426 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 713 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4240 members Mstep: Class 32 contains 7339 members Mstep: Class 33 contains 1466 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1086 members Mstep: Class 37 contains 725 members Mstep: Class 38 contains 1505 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 579 members Mstep: Class 42 contains 7784 members Entering Unmasked Estep ConsiderDeletion Score: -14462440.000000 Penalty: 27552.666016 Iteration 119Q: 48 clusters Score -1.446244e+07 nChanged 5112 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 39978 members Mstep: Class 2 contains 8966 members Mstep: Class 3 contains 1110 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10571 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9229 members Mstep: Class 9 contains 8203 members Mstep: Class 10 contains 12952 members Mstep: Class 11 contains 34202 members Mstep: Class 12 contains 6873 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4501 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 88343 members Mstep: Class 17 contains 2146 members Mstep: Class 18 contains 6805 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1123 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1444 members Mstep: Class 23 contains 86 members Mstep: Class 24 contains 26944 members Mstep: Class 25 contains 4883 members Mstep: Class 26 contains 31259 members Mstep: Class 27 contains 424 members Mstep: Class 28 contains 1297 members Mstep: Class 29 contains 736 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 4099 members Mstep: Class 32 contains 7343 members Mstep: Class 33 contains 1486 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1104 members Mstep: Class 37 contains 739 members Mstep: Class 38 contains 1496 members Mstep: Class 39 contains 916 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 592 members Mstep: Class 42 contains 7937 members Mstep: Class 43 contains 11821 members Mstep: Class 44 contains 2873 members Mstep: Class 45 contains 112 members Mstep: Class 46 contains 2632 members Mstep: Class 47 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -14464589.000000 Penalty: 27552.666016 Iteration 120F: 48 clusters Score -1.446459e+07 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 40500 members Mstep: Class 2 contains 8905 members Mstep: Class 3 contains 1118 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10664 members Mstep: Class 6 contains 1943 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9236 members Mstep: Class 9 contains 8145 members Mstep: Class 10 contains 12941 members Mstep: Class 11 contains 34217 members Mstep: Class 12 contains 6923 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4502 members Mstep: Class 15 contains 2649 members Mstep: Class 16 contains 88258 members Mstep: Class 17 contains 2150 members Mstep: Class 18 contains 6806 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1122 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1449 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26941 members Mstep: Class 25 contains 4934 members Mstep: Class 26 contains 30257 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1263 members Mstep: Class 29 contains 750 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3955 members Mstep: Class 32 contains 7321 members Mstep: Class 33 contains 1486 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33375 members Mstep: Class 36 contains 1105 members Mstep: Class 37 contains 754 members Mstep: Class 38 contains 1483 members Mstep: Class 39 contains 908 members Mstep: Class 40 contains 783 members Mstep: Class 41 contains 597 members Mstep: Class 42 contains 7885 members Mstep: Class 43 contains 12166 members Mstep: Class 44 contains 2933 members Mstep: Class 45 contains 114 members Mstep: Class 46 contains 2684 members Mstep: Class 47 contains 704 members Entering Unmasked Estep ConsiderDeletion Score: -14465622.000000 Penalty: 27552.666016 Iteration 121Q: 48 clusters Score -1.446562e+07 nChanged 2737 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 41072 members Mstep: Class 2 contains 8857 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10735 members Mstep: Class 6 contains 1969 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9230 members Mstep: Class 9 contains 8115 members Mstep: Class 10 contains 12927 members Mstep: Class 11 contains 34206 members Mstep: Class 12 contains 6974 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4502 members Mstep: Class 15 contains 2667 members Mstep: Class 16 contains 88211 members Mstep: Class 17 contains 2149 members Mstep: Class 18 contains 6806 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1121 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1452 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26940 members Mstep: Class 25 contains 4982 members Mstep: Class 26 contains 29338 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1229 members Mstep: Class 29 contains 764 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3828 members Mstep: Class 32 contains 7305 members Mstep: Class 33 contains 1488 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33375 members Mstep: Class 36 contains 1106 members Mstep: Class 37 contains 765 members Mstep: Class 38 contains 1477 members Mstep: Class 39 contains 904 members Mstep: Class 40 contains 782 members Mstep: Class 41 contains 603 members Mstep: Class 42 contains 7860 members Mstep: Class 43 contains 12412 members Mstep: Class 44 contains 2977 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2716 members Mstep: Class 47 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -14466235.000000 Penalty: 27552.666016 Iteration 122Q: 48 clusters Score -1.446624e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 41654 members Mstep: Class 2 contains 8807 members Mstep: Class 3 contains 1125 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10828 members Mstep: Class 6 contains 1988 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9221 members Mstep: Class 9 contains 8116 members Mstep: Class 10 contains 12913 members Mstep: Class 11 contains 34198 members Mstep: Class 12 contains 7021 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4504 members Mstep: Class 15 contains 2701 members Mstep: Class 16 contains 88171 members Mstep: Class 17 contains 2146 members Mstep: Class 18 contains 6809 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1119 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1456 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26935 members Mstep: Class 25 contains 5016 members Mstep: Class 26 contains 28482 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1198 members Mstep: Class 29 contains 775 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3725 members Mstep: Class 32 contains 7269 members Mstep: Class 33 contains 1488 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33374 members Mstep: Class 36 contains 1109 members Mstep: Class 37 contains 767 members Mstep: Class 38 contains 1464 members Mstep: Class 39 contains 911 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 607 members Mstep: Class 42 contains 7839 members Mstep: Class 43 contains 12588 members Mstep: Class 44 contains 3006 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2740 members Mstep: Class 47 contains 960 members Entering Unmasked Estep ConsiderDeletion Score: -14466771.000000 Penalty: 27552.666016 Iteration 123Q: 48 clusters Score -1.446677e+07 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 42283 members Mstep: Class 2 contains 8738 members Mstep: Class 3 contains 1130 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10891 members Mstep: Class 6 contains 1996 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9217 members Mstep: Class 9 contains 8108 members Mstep: Class 10 contains 12902 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 7030 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4509 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 88110 members Mstep: Class 17 contains 2142 members Mstep: Class 18 contains 6810 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1115 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1458 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26932 members Mstep: Class 25 contains 5046 members Mstep: Class 26 contains 27708 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1188 members Mstep: Class 29 contains 787 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3611 members Mstep: Class 32 contains 7245 members Mstep: Class 33 contains 1490 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33373 members Mstep: Class 36 contains 1110 members Mstep: Class 37 contains 772 members Mstep: Class 38 contains 1467 members Mstep: Class 39 contains 909 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 610 members Mstep: Class 42 contains 7821 members Mstep: Class 43 contains 12762 members Mstep: Class 44 contains 3028 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2753 members Mstep: Class 47 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -14467036.000000 Penalty: 27552.666016 Iteration 124Q: 48 clusters Score -1.446704e+07 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 42896 members Mstep: Class 2 contains 8669 members Mstep: Class 3 contains 1138 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10946 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9216 members Mstep: Class 9 contains 8096 members Mstep: Class 10 contains 12892 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 7048 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4513 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 88055 members Mstep: Class 17 contains 2137 members Mstep: Class 18 contains 6812 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1113 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1459 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26924 members Mstep: Class 25 contains 5080 members Mstep: Class 26 contains 26982 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1177 members Mstep: Class 29 contains 789 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3516 members Mstep: Class 32 contains 7226 members Mstep: Class 33 contains 1490 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33371 members Mstep: Class 36 contains 1112 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1468 members Mstep: Class 39 contains 906 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 613 members Mstep: Class 42 contains 7809 members Mstep: Class 43 contains 12913 members Mstep: Class 44 contains 3038 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2763 members Mstep: Class 47 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -14467301.000000 Penalty: 27552.666016 Iteration 125Q: 48 clusters Score -1.44673e+07 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 43564 members Mstep: Class 2 contains 8606 members Mstep: Class 3 contains 1145 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 10993 members Mstep: Class 6 contains 1998 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9213 members Mstep: Class 9 contains 8082 members Mstep: Class 10 contains 12884 members Mstep: Class 11 contains 34194 members Mstep: Class 12 contains 7044 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4516 members Mstep: Class 15 contains 2753 members Mstep: Class 16 contains 87985 members Mstep: Class 17 contains 2136 members Mstep: Class 18 contains 6815 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1110 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5108 members Mstep: Class 26 contains 26287 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1164 members Mstep: Class 29 contains 792 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3428 members Mstep: Class 32 contains 7219 members Mstep: Class 33 contains 1490 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33371 members Mstep: Class 36 contains 1112 members Mstep: Class 37 contains 773 members Mstep: Class 38 contains 1465 members Mstep: Class 39 contains 906 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 615 members Mstep: Class 42 contains 7790 members Mstep: Class 43 contains 13035 members Mstep: Class 44 contains 3041 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2776 members Mstep: Class 47 contains 1239 members Entering Unmasked Estep ConsiderDeletion Score: -14467526.000000 Penalty: 27552.666016 Iteration 126Q: 48 clusters Score -1.446753e+07 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 44251 members Mstep: Class 2 contains 8546 members Mstep: Class 3 contains 1152 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11029 members Mstep: Class 6 contains 1999 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9210 members Mstep: Class 9 contains 8076 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34198 members Mstep: Class 12 contains 7031 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4518 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 87914 members Mstep: Class 17 contains 2135 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1108 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1464 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5134 members Mstep: Class 26 contains 25612 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1157 members Mstep: Class 29 contains 796 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3357 members Mstep: Class 32 contains 7209 members Mstep: Class 33 contains 1495 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33371 members Mstep: Class 36 contains 1111 members Mstep: Class 37 contains 773 members Mstep: Class 38 contains 1463 members Mstep: Class 39 contains 902 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 615 members Mstep: Class 42 contains 7754 members Mstep: Class 43 contains 13125 members Mstep: Class 44 contains 3047 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2789 members Mstep: Class 47 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -14467816.000000 Penalty: 27552.666016 Iteration 127Q: 48 clusters Score -1.446782e+07 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 44917 members Mstep: Class 2 contains 8490 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11071 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9203 members Mstep: Class 9 contains 8070 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34210 members Mstep: Class 12 contains 7022 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4519 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 87855 members Mstep: Class 17 contains 2131 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1107 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1464 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26921 members Mstep: Class 25 contains 5153 members Mstep: Class 26 contains 24965 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1150 members Mstep: Class 29 contains 800 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3283 members Mstep: Class 32 contains 7194 members Mstep: Class 33 contains 1499 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33371 members Mstep: Class 36 contains 1112 members Mstep: Class 37 contains 773 members Mstep: Class 38 contains 1466 members Mstep: Class 39 contains 898 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 616 members Mstep: Class 42 contains 7711 members Mstep: Class 43 contains 13215 members Mstep: Class 44 contains 3055 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2795 members Mstep: Class 47 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -14468057.000000 Penalty: 27552.666016 Iteration 128Q: 48 clusters Score -1.446806e+07 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 45584 members Mstep: Class 2 contains 8446 members Mstep: Class 3 contains 1156 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11090 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9200 members Mstep: Class 9 contains 8061 members Mstep: Class 10 contains 12877 members Mstep: Class 11 contains 34211 members Mstep: Class 12 contains 7008 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4521 members Mstep: Class 15 contains 2774 members Mstep: Class 16 contains 87806 members Mstep: Class 17 contains 2132 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1106 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1464 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5169 members Mstep: Class 26 contains 24312 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1147 members Mstep: Class 29 contains 802 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3211 members Mstep: Class 32 contains 7192 members Mstep: Class 33 contains 1501 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1114 members Mstep: Class 37 contains 772 members Mstep: Class 38 contains 1466 members Mstep: Class 39 contains 900 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7674 members Mstep: Class 43 contains 13301 members Mstep: Class 44 contains 3060 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2805 members Mstep: Class 47 contains 1440 members Entering Unmasked Estep ConsiderDeletion Score: -14468234.000000 Penalty: 27552.666016 Iteration 129Q: 48 clusters Score -1.446823e+07 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 46246 members Mstep: Class 2 contains 8413 members Mstep: Class 3 contains 1159 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11113 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9195 members Mstep: Class 9 contains 8048 members Mstep: Class 10 contains 12876 members Mstep: Class 11 contains 34206 members Mstep: Class 12 contains 6990 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 87761 members Mstep: Class 17 contains 2132 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5182 members Mstep: Class 26 contains 23685 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1142 members Mstep: Class 29 contains 807 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3155 members Mstep: Class 32 contains 7192 members Mstep: Class 33 contains 1503 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1114 members Mstep: Class 37 contains 772 members Mstep: Class 38 contains 1465 members Mstep: Class 39 contains 907 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7642 members Mstep: Class 43 contains 13352 members Mstep: Class 44 contains 3068 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2814 members Mstep: Class 47 contains 1485 members Entering Unmasked Estep ConsiderDeletion Score: -14468356.000000 Penalty: 27552.666016 Iteration 130Q: 48 clusters Score -1.446836e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 46819 members Mstep: Class 2 contains 8373 members Mstep: Class 3 contains 1163 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11134 members Mstep: Class 6 contains 2006 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9191 members Mstep: Class 9 contains 8051 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34197 members Mstep: Class 12 contains 6965 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4525 members Mstep: Class 15 contains 2805 members Mstep: Class 16 contains 87727 members Mstep: Class 17 contains 2132 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5185 members Mstep: Class 26 contains 23149 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1137 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3107 members Mstep: Class 32 contains 7184 members Mstep: Class 33 contains 1506 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1114 members Mstep: Class 37 contains 772 members Mstep: Class 38 contains 1463 members Mstep: Class 39 contains 913 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7614 members Mstep: Class 43 contains 13402 members Mstep: Class 44 contains 3070 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2820 members Mstep: Class 47 contains 1523 members Entering Unmasked Estep ConsiderDeletion Score: -14468467.000000 Penalty: 27552.666016 Iteration 131Q: 48 clusters Score -1.446847e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 47329 members Mstep: Class 2 contains 8340 members Mstep: Class 3 contains 1168 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 11152 members Mstep: Class 6 contains 2006 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9188 members Mstep: Class 9 contains 8058 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34195 members Mstep: Class 12 contains 6921 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2817 members Mstep: Class 16 contains 87700 members Mstep: Class 17 contains 2133 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5187 members Mstep: Class 26 contains 22691 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1130 members Mstep: Class 29 contains 813 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3052 members Mstep: Class 32 contains 7182 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1116 members Mstep: Class 37 contains 773 members Mstep: Class 38 contains 1460 members Mstep: Class 39 contains 915 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7592 members Mstep: Class 43 contains 13446 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2825 members Mstep: Class 47 contains 1559 members Entering Unmasked Estep ConsiderDeletion Score: -14468580.000000 Penalty: 27552.666016 Iteration 132Q: 48 clusters Score -1.446858e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 47773 members Mstep: Class 2 contains 8306 members Mstep: Class 3 contains 1171 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11154 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9180 members Mstep: Class 9 contains 8056 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34194 members Mstep: Class 12 contains 6881 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2831 members Mstep: Class 16 contains 87681 members Mstep: Class 17 contains 2132 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5193 members Mstep: Class 26 contains 22286 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1129 members Mstep: Class 29 contains 820 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 3021 members Mstep: Class 32 contains 7184 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1117 members Mstep: Class 37 contains 774 members Mstep: Class 38 contains 1458 members Mstep: Class 39 contains 917 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 616 members Mstep: Class 42 contains 7559 members Mstep: Class 43 contains 13494 members Mstep: Class 44 contains 3077 members Mstep: Class 45 contains 117 members Mstep: Class 46 contains 2830 members Mstep: Class 47 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -14468698.000000 Penalty: 27552.666016 Iteration 133Q: 48 clusters Score -1.44687e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 48199 members Mstep: Class 2 contains 8283 members Mstep: Class 3 contains 1177 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11156 members Mstep: Class 6 contains 2011 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9180 members Mstep: Class 9 contains 8059 members Mstep: Class 10 contains 12887 members Mstep: Class 11 contains 34199 members Mstep: Class 12 contains 6852 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2839 members Mstep: Class 16 contains 87672 members Mstep: Class 17 contains 2131 members Mstep: Class 18 contains 6817 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5196 members Mstep: Class 26 contains 21896 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1125 members Mstep: Class 29 contains 824 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2986 members Mstep: Class 32 contains 7181 members Mstep: Class 33 contains 1505 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1119 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1450 members Mstep: Class 39 contains 917 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7534 members Mstep: Class 43 contains 13529 members Mstep: Class 44 contains 3079 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2835 members Mstep: Class 47 contains 1619 members Entering Unmasked Estep ConsiderDeletion Score: -14468787.000000 Penalty: 27552.666016 Iteration 134Q: 48 clusters Score -1.446879e+07 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 48607 members Mstep: Class 2 contains 8254 members Mstep: Class 3 contains 1181 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11163 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9180 members Mstep: Class 9 contains 8060 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34199 members Mstep: Class 12 contains 6817 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2845 members Mstep: Class 16 contains 87662 members Mstep: Class 17 contains 2131 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26916 members Mstep: Class 25 contains 5196 members Mstep: Class 26 contains 21540 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1120 members Mstep: Class 29 contains 827 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2959 members Mstep: Class 32 contains 7179 members Mstep: Class 33 contains 1504 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1122 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1451 members Mstep: Class 39 contains 918 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7505 members Mstep: Class 43 contains 13560 members Mstep: Class 44 contains 3077 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2842 members Mstep: Class 47 contains 1644 members Entering Unmasked Estep ConsiderDeletion Score: -14468915.000000 Penalty: 27552.666016 Iteration 135Q: 48 clusters Score -1.446892e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 48987 members Mstep: Class 2 contains 8219 members Mstep: Class 3 contains 1182 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11176 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9178 members Mstep: Class 9 contains 8064 members Mstep: Class 10 contains 12884 members Mstep: Class 11 contains 34197 members Mstep: Class 12 contains 6769 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2855 members Mstep: Class 16 contains 87646 members Mstep: Class 17 contains 2129 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26917 members Mstep: Class 25 contains 5197 members Mstep: Class 26 contains 21223 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1115 members Mstep: Class 29 contains 830 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2933 members Mstep: Class 32 contains 7176 members Mstep: Class 33 contains 1504 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1450 members Mstep: Class 39 contains 917 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7488 members Mstep: Class 43 contains 13595 members Mstep: Class 44 contains 3075 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2846 members Mstep: Class 47 contains 1664 members Entering Unmasked Estep ConsiderDeletion Score: -14469017.000000 Penalty: 27552.666016 Iteration 136Q: 48 clusters Score -1.446902e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 49341 members Mstep: Class 2 contains 8172 members Mstep: Class 3 contains 1182 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11188 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9177 members Mstep: Class 9 contains 8071 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 6722 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2869 members Mstep: Class 16 contains 87633 members Mstep: Class 17 contains 2128 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26917 members Mstep: Class 25 contains 5197 members Mstep: Class 26 contains 20941 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1110 members Mstep: Class 29 contains 833 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2905 members Mstep: Class 32 contains 7170 members Mstep: Class 33 contains 1500 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1448 members Mstep: Class 39 contains 919 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7472 members Mstep: Class 43 contains 13640 members Mstep: Class 44 contains 3073 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2851 members Mstep: Class 47 contains 1683 members Entering Unmasked Estep ConsiderDeletion Score: -14469048.000000 Penalty: 27552.666016 Iteration 137Q: 48 clusters Score -1.446905e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 49674 members Mstep: Class 2 contains 8145 members Mstep: Class 3 contains 1184 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11208 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8078 members Mstep: Class 10 contains 12882 members Mstep: Class 11 contains 34182 members Mstep: Class 12 contains 6665 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2882 members Mstep: Class 16 contains 87625 members Mstep: Class 17 contains 2127 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26917 members Mstep: Class 25 contains 5197 members Mstep: Class 26 contains 20686 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1108 members Mstep: Class 29 contains 837 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2880 members Mstep: Class 32 contains 7162 members Mstep: Class 33 contains 1501 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1442 members Mstep: Class 39 contains 920 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7456 members Mstep: Class 43 contains 13653 members Mstep: Class 44 contains 3072 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2856 members Mstep: Class 47 contains 1702 members Entering Unmasked Estep ConsiderDeletion Score: -14469092.000000 Penalty: 27552.666016 Iteration 138Q: 48 clusters Score -1.446909e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 50008 members Mstep: Class 2 contains 8114 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11221 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9177 members Mstep: Class 9 contains 8084 members Mstep: Class 10 contains 12882 members Mstep: Class 11 contains 34178 members Mstep: Class 12 contains 6609 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2885 members Mstep: Class 16 contains 87617 members Mstep: Class 17 contains 2123 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26917 members Mstep: Class 25 contains 5201 members Mstep: Class 26 contains 20429 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1106 members Mstep: Class 29 contains 839 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2859 members Mstep: Class 32 contains 7161 members Mstep: Class 33 contains 1500 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1440 members Mstep: Class 39 contains 920 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7446 members Mstep: Class 43 contains 13670 members Mstep: Class 44 contains 3072 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2859 members Mstep: Class 47 contains 1711 members Entering Unmasked Estep ConsiderDeletion Score: -14469182.000000 Penalty: 27552.666016 Iteration 139Q: 48 clusters Score -1.446918e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 50325 members Mstep: Class 2 contains 8096 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11232 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8086 members Mstep: Class 10 contains 12882 members Mstep: Class 11 contains 34183 members Mstep: Class 12 contains 6560 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2883 members Mstep: Class 16 contains 87607 members Mstep: Class 17 contains 2123 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1463 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5203 members Mstep: Class 26 contains 20182 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 840 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2841 members Mstep: Class 32 contains 7156 members Mstep: Class 33 contains 1501 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1436 members Mstep: Class 39 contains 920 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7437 members Mstep: Class 43 contains 13682 members Mstep: Class 44 contains 3072 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2862 members Mstep: Class 47 contains 1721 members Entering Unmasked Estep ConsiderDeletion Score: -14469243.000000 Penalty: 27552.666016 Iteration 140F: 48 clusters Score -1.446924e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 50616 members Mstep: Class 2 contains 8074 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11240 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9174 members Mstep: Class 9 contains 8090 members Mstep: Class 10 contains 12883 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 6507 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2877 members Mstep: Class 16 contains 87596 members Mstep: Class 17 contains 2124 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5204 members Mstep: Class 26 contains 19965 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1104 members Mstep: Class 29 contains 838 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2831 members Mstep: Class 32 contains 7154 members Mstep: Class 33 contains 1502 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1433 members Mstep: Class 39 contains 919 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7424 members Mstep: Class 43 contains 13700 members Mstep: Class 44 contains 3073 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2864 members Mstep: Class 47 contains 1729 members Entering Unmasked Estep ConsiderDeletion Score: -14469296.000000 Penalty: 27552.666016 Iteration 141Q: 48 clusters Score -1.44693e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 50863 members Mstep: Class 2 contains 8057 members Mstep: Class 3 contains 1192 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11244 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9174 members Mstep: Class 9 contains 8097 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34184 members Mstep: Class 12 contains 6446 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2877 members Mstep: Class 16 contains 87592 members Mstep: Class 17 contains 2122 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5204 members Mstep: Class 26 contains 19794 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 839 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2825 members Mstep: Class 32 contains 7149 members Mstep: Class 33 contains 1502 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1122 members Mstep: Class 37 contains 775 members Mstep: Class 38 contains 1430 members Mstep: Class 39 contains 921 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7407 members Mstep: Class 43 contains 13714 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2865 members Mstep: Class 47 contains 1736 members Entering Unmasked Estep ConsiderDeletion Score: -14469341.000000 Penalty: 27552.666016 Iteration 142Q: 48 clusters Score -1.446934e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51075 members Mstep: Class 2 contains 8038 members Mstep: Class 3 contains 1192 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11241 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8103 members Mstep: Class 10 contains 12887 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 6385 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2876 members Mstep: Class 16 contains 87586 members Mstep: Class 17 contains 2121 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5204 members Mstep: Class 26 contains 19656 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 839 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2819 members Mstep: Class 32 contains 7151 members Mstep: Class 33 contains 1502 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1122 members Mstep: Class 37 contains 776 members Mstep: Class 38 contains 1429 members Mstep: Class 39 contains 924 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7389 members Mstep: Class 43 contains 13735 members Mstep: Class 44 contains 3075 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2866 members Mstep: Class 47 contains 1739 members Entering Unmasked Estep ConsiderDeletion Score: -14469346.000000 Penalty: 27552.666016 Iteration 143Q: 48 clusters Score -1.446935e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51277 members Mstep: Class 2 contains 8024 members Mstep: Class 3 contains 1197 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11242 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9177 members Mstep: Class 9 contains 8106 members Mstep: Class 10 contains 12889 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 6334 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2874 members Mstep: Class 16 contains 87574 members Mstep: Class 17 contains 2120 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5205 members Mstep: Class 26 contains 19511 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1101 members Mstep: Class 29 contains 838 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2816 members Mstep: Class 32 contains 7147 members Mstep: Class 33 contains 1502 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33369 members Mstep: Class 36 contains 1122 members Mstep: Class 37 contains 776 members Mstep: Class 38 contains 1429 members Mstep: Class 39 contains 927 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7382 members Mstep: Class 43 contains 13747 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2866 members Mstep: Class 47 contains 1746 members Entering Unmasked Estep ConsiderDeletion Score: -14469350.000000 Penalty: 27552.666016 Iteration 144Q: 48 clusters Score -1.446935e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51466 members Mstep: Class 2 contains 8013 members Mstep: Class 3 contains 1201 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11248 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8103 members Mstep: Class 10 contains 12890 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 6284 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2877 members Mstep: Class 16 contains 87560 members Mstep: Class 17 contains 2119 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5205 members Mstep: Class 26 contains 19374 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 838 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2811 members Mstep: Class 32 contains 7146 members Mstep: Class 33 contains 1504 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 776 members Mstep: Class 38 contains 1429 members Mstep: Class 39 contains 928 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7372 members Mstep: Class 43 contains 13762 members Mstep: Class 44 contains 3075 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2866 members Mstep: Class 47 contains 1752 members Entering Unmasked Estep ConsiderDeletion Score: -14469354.000000 Penalty: 27552.666016 Iteration 145Q: 48 clusters Score -1.446935e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51638 members Mstep: Class 2 contains 8001 members Mstep: Class 3 contains 1203 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11254 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8106 members Mstep: Class 10 contains 12889 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 6244 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2880 members Mstep: Class 16 contains 87551 members Mstep: Class 17 contains 2119 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26921 members Mstep: Class 25 contains 5205 members Mstep: Class 26 contains 19254 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 839 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7145 members Mstep: Class 33 contains 1505 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 776 members Mstep: Class 38 contains 1425 members Mstep: Class 39 contains 928 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7355 members Mstep: Class 43 contains 13773 members Mstep: Class 44 contains 3076 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2867 members Mstep: Class 47 contains 1762 members Entering Unmasked Estep ConsiderDeletion Score: -14469384.000000 Penalty: 27552.666016 Iteration 146Q: 48 clusters Score -1.446938e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51797 members Mstep: Class 2 contains 7984 members Mstep: Class 3 contains 1206 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11248 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8108 members Mstep: Class 10 contains 12887 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 6200 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2881 members Mstep: Class 16 contains 87548 members Mstep: Class 17 contains 2119 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26921 members Mstep: Class 25 contains 5207 members Mstep: Class 26 contains 19144 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 840 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2802 members Mstep: Class 32 contains 7144 members Mstep: Class 33 contains 1506 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 777 members Mstep: Class 38 contains 1424 members Mstep: Class 39 contains 932 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7344 members Mstep: Class 43 contains 13788 members Mstep: Class 44 contains 3076 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2867 members Mstep: Class 47 contains 1768 members Entering Unmasked Estep ConsiderDeletion Score: -14469392.000000 Penalty: 27552.666016 Iteration 147Q: 48 clusters Score -1.446939e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 51974 members Mstep: Class 2 contains 7969 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11237 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8111 members Mstep: Class 10 contains 12887 members Mstep: Class 11 contains 34192 members Mstep: Class 12 contains 6153 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2884 members Mstep: Class 16 contains 87548 members Mstep: Class 17 contains 2120 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1462 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26921 members Mstep: Class 25 contains 5207 members Mstep: Class 26 contains 19025 members Mstep: Class 27 contains 418 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2800 members Mstep: Class 32 contains 7142 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1422 members Mstep: Class 39 contains 933 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7330 members Mstep: Class 43 contains 13798 members Mstep: Class 44 contains 3076 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2867 members Mstep: Class 47 contains 1776 members Entering Unmasked Estep ConsiderDeletion Score: -14469402.000000 Penalty: 27552.666016 Iteration 148Q: 48 clusters Score -1.44694e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52163 members Mstep: Class 2 contains 7956 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11244 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9176 members Mstep: Class 9 contains 8110 members Mstep: Class 10 contains 12887 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 6099 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2885 members Mstep: Class 16 contains 87535 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26922 members Mstep: Class 25 contains 5208 members Mstep: Class 26 contains 18904 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2797 members Mstep: Class 32 contains 7143 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1421 members Mstep: Class 39 contains 934 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7314 members Mstep: Class 43 contains 13803 members Mstep: Class 44 contains 3076 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2867 members Mstep: Class 47 contains 1787 members Entering Unmasked Estep ConsiderDeletion Score: -14469418.000000 Penalty: 27552.666016 Iteration 149Q: 48 clusters Score -1.446942e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52326 members Mstep: Class 2 contains 7950 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11252 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9177 members Mstep: Class 9 contains 8110 members Mstep: Class 10 contains 12889 members Mstep: Class 11 contains 34197 members Mstep: Class 12 contains 6040 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2885 members Mstep: Class 16 contains 87523 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26921 members Mstep: Class 25 contains 5211 members Mstep: Class 26 contains 18810 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1101 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2795 members Mstep: Class 32 contains 7143 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1420 members Mstep: Class 39 contains 934 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7294 members Mstep: Class 43 contains 13807 members Mstep: Class 44 contains 3076 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2867 members Mstep: Class 47 contains 1796 members Entering Unmasked Estep ConsiderDeletion Score: -14469402.000000 Penalty: 27552.666016 Iteration 150Q: 48 clusters Score -1.44694e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52485 members Mstep: Class 2 contains 7942 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11259 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9176 members Mstep: Class 9 contains 8109 members Mstep: Class 10 contains 12889 members Mstep: Class 11 contains 34197 members Mstep: Class 12 contains 5982 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2887 members Mstep: Class 16 contains 87512 members Mstep: Class 17 contains 2119 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1105 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5214 members Mstep: Class 26 contains 18721 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2792 members Mstep: Class 32 contains 7144 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1419 members Mstep: Class 39 contains 935 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7279 members Mstep: Class 43 contains 13809 members Mstep: Class 44 contains 3077 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1803 members Entering Unmasked Estep ConsiderDeletion Score: -14469390.000000 Penalty: 27552.666016 Iteration 151Q: 48 clusters Score -1.446939e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52645 members Mstep: Class 2 contains 7937 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11263 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9176 members Mstep: Class 9 contains 8110 members Mstep: Class 10 contains 12890 members Mstep: Class 11 contains 34195 members Mstep: Class 12 contains 5934 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4527 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87507 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18616 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2789 members Mstep: Class 32 contains 7144 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33370 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 936 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7272 members Mstep: Class 43 contains 13812 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1813 members Entering Unmasked Estep ConsiderDeletion Score: -14469409.000000 Penalty: 27552.666016 Iteration 152Q: 48 clusters Score -1.446941e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52808 members Mstep: Class 2 contains 7930 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11267 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9176 members Mstep: Class 9 contains 8110 members Mstep: Class 10 contains 12890 members Mstep: Class 11 contains 34197 members Mstep: Class 12 contains 5895 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4526 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87504 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18502 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2789 members Mstep: Class 32 contains 7141 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33371 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 936 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7268 members Mstep: Class 43 contains 13809 members Mstep: Class 44 contains 3079 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1818 members Entering Unmasked Estep ConsiderDeletion Score: -14469432.000000 Penalty: 27552.666016 Iteration 153Q: 48 clusters Score -1.446943e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 52960 members Mstep: Class 2 contains 7926 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11273 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8109 members Mstep: Class 10 contains 12889 members Mstep: Class 11 contains 34199 members Mstep: Class 12 contains 5857 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4525 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87501 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26920 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18398 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2789 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33372 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 937 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7264 members Mstep: Class 43 contains 13810 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1819 members Entering Unmasked Estep ConsiderDeletion Score: -14469457.000000 Penalty: 27552.666016 Iteration 154Q: 48 clusters Score -1.446946e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53069 members Mstep: Class 2 contains 7921 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11286 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8114 members Mstep: Class 10 contains 12886 members Mstep: Class 11 contains 34196 members Mstep: Class 12 contains 5826 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2890 members Mstep: Class 16 contains 87495 members Mstep: Class 17 contains 2118 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18327 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1102 members Mstep: Class 29 contains 841 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2788 members Mstep: Class 32 contains 7136 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33374 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1404 members Mstep: Class 39 contains 939 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7256 members Mstep: Class 43 contains 13812 members Mstep: Class 44 contains 3077 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1823 members Entering Unmasked Estep ConsiderDeletion Score: -14469436.000000 Penalty: 27552.666016 Iteration 155Q: 48 clusters Score -1.446944e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53157 members Mstep: Class 2 contains 7919 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11301 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9175 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12884 members Mstep: Class 11 contains 34194 members Mstep: Class 12 contains 5783 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2894 members Mstep: Class 16 contains 87485 members Mstep: Class 17 contains 2116 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18275 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1101 members Mstep: Class 29 contains 841 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2784 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1403 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7251 members Mstep: Class 43 contains 13814 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2869 members Mstep: Class 47 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -14469441.000000 Penalty: 27552.666016 Iteration 156Q: 48 clusters Score -1.446944e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53244 members Mstep: Class 2 contains 7913 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11318 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9173 members Mstep: Class 9 contains 8120 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 5751 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87471 members Mstep: Class 17 contains 2115 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5215 members Mstep: Class 26 contains 18214 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1100 members Mstep: Class 29 contains 841 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2783 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1403 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7248 members Mstep: Class 43 contains 13819 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2870 members Mstep: Class 47 contains 1829 members Entering Unmasked Estep ConsiderDeletion Score: -14469463.000000 Penalty: 27552.666016 Iteration 157Q: 48 clusters Score -1.446946e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53323 members Mstep: Class 2 contains 7912 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11326 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9172 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5717 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87463 members Mstep: Class 17 contains 2114 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 18169 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 841 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2785 members Mstep: Class 32 contains 7141 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7248 members Mstep: Class 43 contains 13817 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2871 members Mstep: Class 47 contains 1831 members Entering Unmasked Estep ConsiderDeletion Score: -14469465.000000 Penalty: 27552.666016 Iteration 158Q: 48 clusters Score -1.446946e+07 nChanged 177 Entering ConstructFrom: Score: -14469465.000000 Penalty: 27552.666016 Entering ConstructFrom: Trying to split cluster 1 (53407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53407 members Entering Unmasked Estep Score: -2100779.000000 Penalty: 495.299225 Iteration 0F: 2 clusters Score -2100779 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26737 members Mstep: Class 2 contains 26670 members Entering Unmasked Estep Score: -2064995.875000 Penalty: 990.598450 Iteration 0F: 3 clusters Score -2064996 nChanged 25881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30396 members Mstep: Class 2 contains 23011 members Entering Unmasked Estep Score: -2081881.125000 Penalty: 990.598450 Iteration 1F: 3 clusters Score -2081881 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32133 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -2083428.750000 Penalty: 990.598450 Iteration 2F: 3 clusters Score -2083429 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34220 members Mstep: Class 2 contains 19187 members Entering Unmasked Estep Score: -2085147.375000 Penalty: 990.598450 Iteration 3F: 3 clusters Score -2085147 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36778 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -2087153.375000 Penalty: 990.598450 Iteration 4F: 3 clusters Score -2087153 nChanged 3318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39708 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -2089407.875000 Penalty: 990.598450 Iteration 5F: 3 clusters Score -2089408 nChanged 3219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42797 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -2091938.125000 Penalty: 990.598450 Iteration 6F: 3 clusters Score -2091938 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45768 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -2094468.375000 Penalty: 990.598450 Iteration 7F: 3 clusters Score -2094468 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48370 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -2096705.500000 Penalty: 990.598450 Iteration 8Q: 3 clusters Score -2096706 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50230 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -2098204.000000 Penalty: 990.598450 Iteration 9Q: 3 clusters Score -2098204 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51494 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -2099192.750000 Penalty: 990.598450 Iteration 10Q: 3 clusters Score -2099193 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52277 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -2099772.750000 Penalty: 990.598450 Iteration 11Q: 3 clusters Score -2099773 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52690 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2100047.250000 Penalty: 990.598450 Iteration 12Q: 3 clusters Score -2100047 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52923 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -2100190.000000 Penalty: 990.598450 Iteration 13Q: 3 clusters Score -2100190 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53049 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -2100265.500000 Penalty: 990.598450 Iteration 14Q: 3 clusters Score -2100266 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53109 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2100309.000000 Penalty: 990.598450 Iteration 15Q: 3 clusters Score -2100309 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53148 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -2100337.250000 Penalty: 990.598450 Iteration 16Q: 3 clusters Score -2100337 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53171 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -2100360.250000 Penalty: 990.598450 Iteration 17Q: 3 clusters Score -2100360 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53185 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -2100371.000000 Penalty: 990.598450 Iteration 18Q: 3 clusters Score -2100371 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53193 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -2100383.250000 Penalty: 990.598450 Iteration 19Q: 3 clusters Score -2100383 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53202 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -2100391.750000 Penalty: 990.598450 Iteration 20F: 3 clusters Score -2100392 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53207 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -2100398.500000 Penalty: 990.598450 Iteration 21Q: 3 clusters Score -2100398 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53213 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -2100407.000000 Penalty: 990.598450 Iteration 22Q: 3 clusters Score -2100407 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53215 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -2100409.250000 Penalty: 990.598450 Iteration 23Q: 3 clusters Score -2100409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53215 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -2100411.000000 Penalty: 990.598450 Iteration 24Q: 3 clusters Score -2100411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53218 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2100413.250000 Penalty: 990.598450 Iteration 25Q: 3 clusters Score -2100413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53219 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -2100412.750000 Penalty: 990.598450 Iteration 26Q: 3 clusters Score -2100413 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53219 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -2100412.500000 Penalty: 990.598450 Iteration 27Q: 3 clusters Score -2100412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53218 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2100412.750000 Penalty: 990.598450 Iteration 28Q: 3 clusters Score -2100413 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53219 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -2100414.000000 Penalty: 990.598450 Iteration 29Q: 3 clusters Score -2100414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53221 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2100415.750000 Penalty: 990.598450 Iteration 30Q: 3 clusters Score -2100416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53222 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -2100416.500000 Penalty: 990.598450 Iteration 31Q: 3 clusters Score -2100416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53223 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -2100418.000000 Penalty: 990.598450 Iteration 32Q: 3 clusters Score -2100418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53224 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -2100420.000000 Penalty: 990.598450 Iteration 33Q: 3 clusters Score -2100420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53225 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -2100421.000000 Penalty: 990.598450 Iteration 34Q: 3 clusters Score -2100421 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53226 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2100421.750000 Penalty: 990.598450 Iteration 35Q: 3 clusters Score -2100422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -2100422.500000 Penalty: 990.598450 Iteration 36Q: 3 clusters Score -2100422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53229 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -2100422.000000 Penalty: 990.598450 Iteration 37Q: 3 clusters Score -2100422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -2100422.250000 Penalty: 990.598450 Iteration 38Q: 3 clusters Score -2100422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53227 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -2100423.250000 Penalty: 990.598450 Iteration 39Q: 3 clusters Score -2100423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -2100423.500000 Penalty: 990.598450 Iteration 40F: 3 clusters Score -2100424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53227 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -2100424.250000 Penalty: 990.598450 Iteration 41Q: 3 clusters Score -2100424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53224 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -2100424.250000 Penalty: 990.598450 Iteration 42Q: 3 clusters Score -2100424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53225 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -2100426.000000 Penalty: 990.598450 Iteration 43Q: 3 clusters Score -2100426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53226 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2100426.750000 Penalty: 990.598450 Iteration 44Q: 3 clusters Score -2100427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53227 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -2100427.000000 Penalty: 990.598450 Iteration 45Q: 3 clusters Score -2100427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53227 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -2100427.000000 Penalty: 990.598450 Iteration 46F: 3 clusters Score -2100427 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Entering Unmasked Estep Score: -309964.375000 Penalty: 408.379669 Iteration 0F: 2 clusters Score -309964.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -304620.625000 Penalty: 816.759338 Iteration 0F: 3 clusters Score -304620.6 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -306845.687500 Penalty: 816.759338 Iteration 1F: 3 clusters Score -306845.7 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -307377.718750 Penalty: 816.759338 Iteration 2F: 3 clusters Score -307377.7 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -308083.343750 Penalty: 816.759338 Iteration 3F: 3 clusters Score -308083.3 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -308772.343750 Penalty: 816.759338 Iteration 4F: 3 clusters Score -308772.3 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -309251.187500 Penalty: 816.759338 Iteration 5F: 3 clusters Score -309251.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -309496.000000 Penalty: 816.759338 Iteration 6Q: 3 clusters Score -309496 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -309635.468750 Penalty: 816.759338 Iteration 7Q: 3 clusters Score -309635.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -309703.281250 Penalty: 816.759338 Iteration 8Q: 3 clusters Score -309703.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -309744.750000 Penalty: 816.759338 Iteration 9Q: 3 clusters Score -309744.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -309774.000000 Penalty: 816.759338 Iteration 10Q: 3 clusters Score -309774 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -309787.687500 Penalty: 816.759338 Iteration 11Q: 3 clusters Score -309787.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -309799.531250 Penalty: 816.759338 Iteration 12Q: 3 clusters Score -309799.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -309809.062500 Penalty: 816.759338 Iteration 13Q: 3 clusters Score -309809.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -309816.937500 Penalty: 816.759338 Iteration 14Q: 3 clusters Score -309816.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -309822.687500 Penalty: 816.759338 Iteration 15Q: 3 clusters Score -309822.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -309827.500000 Penalty: 816.759338 Iteration 16Q: 3 clusters Score -309827.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -309829.781250 Penalty: 816.759338 Iteration 17Q: 3 clusters Score -309829.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -309831.000000 Penalty: 816.759338 Iteration 18Q: 3 clusters Score -309831 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -309831.218750 Penalty: 816.759338 Iteration 19Q: 3 clusters Score -309831.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -309832.000000 Penalty: 816.759338 Iteration 20F: 3 clusters Score -309832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -309832.812500 Penalty: 816.759338 Iteration 21Q: 3 clusters Score -309832.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -309834.406250 Penalty: 816.759338 Iteration 22Q: 3 clusters Score -309834.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -309834.812500 Penalty: 816.759338 Iteration 23Q: 3 clusters Score -309834.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -309835.406250 Penalty: 816.759338 Iteration 24Q: 3 clusters Score -309835.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -309835.406250 Penalty: 816.759338 Iteration 25F: 3 clusters Score -309835.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Entering Unmasked Estep Score: -40007.816406 Penalty: 323.163727 Iteration 0F: 2 clusters Score -40007.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -39107.136719 Penalty: 646.327454 Iteration 0F: 3 clusters Score -39107.14 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -39460.625000 Penalty: 646.327454 Iteration 1F: 3 clusters Score -39460.62 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -39545.562500 Penalty: 646.327454 Iteration 2F: 3 clusters Score -39545.56 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -39603.027344 Penalty: 646.327454 Iteration 3F: 3 clusters Score -39603.03 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -39650.730469 Penalty: 646.327454 Iteration 4Q: 3 clusters Score -39650.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -39693.125000 Penalty: 646.327454 Iteration 5Q: 3 clusters Score -39693.12 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -39733.058594 Penalty: 646.327454 Iteration 6Q: 3 clusters Score -39733.06 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -39754.789062 Penalty: 646.327454 Iteration 7Q: 3 clusters Score -39754.79 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -39770.531250 Penalty: 646.327454 Iteration 8Q: 3 clusters Score -39770.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -39778.242188 Penalty: 646.327454 Iteration 9Q: 3 clusters Score -39778.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -39789.648438 Penalty: 646.327454 Iteration 10Q: 3 clusters Score -39789.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -39795.925781 Penalty: 646.327454 Iteration 11Q: 3 clusters Score -39795.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -39805.242188 Penalty: 646.327454 Iteration 12Q: 3 clusters Score -39805.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -39813.378906 Penalty: 646.327454 Iteration 13Q: 3 clusters Score -39813.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -39826.597656 Penalty: 646.327454 Iteration 14Q: 3 clusters Score -39826.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -39832.605469 Penalty: 646.327454 Iteration 15Q: 3 clusters Score -39832.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -39838.402344 Penalty: 646.327454 Iteration 16Q: 3 clusters Score -39838.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -39839.007812 Penalty: 646.327454 Iteration 17Q: 3 clusters Score -39839.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -39839.285156 Penalty: 646.327454 Iteration 18Q: 3 clusters Score -39839.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -39840.386719 Penalty: 646.327454 Iteration 19Q: 3 clusters Score -39840.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -39841.710938 Penalty: 646.327454 Iteration 20F: 3 clusters Score -39841.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -39844.613281 Penalty: 646.327454 Iteration 21Q: 3 clusters Score -39844.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -39846.269531 Penalty: 646.327454 Iteration 22Q: 3 clusters Score -39846.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -39847.234375 Penalty: 646.327454 Iteration 23Q: 3 clusters Score -39847.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -39847.992188 Penalty: 646.327454 Iteration 24Q: 3 clusters Score -39847.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -39850.906250 Penalty: 646.327454 Iteration 25Q: 3 clusters Score -39850.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -39851.718750 Penalty: 646.327454 Iteration 26Q: 3 clusters Score -39851.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -39852.121094 Penalty: 646.327454 Iteration 27Q: 3 clusters Score -39852.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -39852.703125 Penalty: 646.327454 Iteration 28Q: 3 clusters Score -39852.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -39852.703125 Penalty: 646.327454 Iteration 29F: 3 clusters Score -39852.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Entering Unmasked Estep Score: -76324.945312 Penalty: 346.045349 Iteration 0F: 2 clusters Score -76324.95 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 963 members Entering Unmasked Estep Score: -74899.757812 Penalty: 692.090698 Iteration 0F: 3 clusters Score -74899.76 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -75418.750000 Penalty: 692.090698 Iteration 1F: 3 clusters Score -75418.75 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -75571.960938 Penalty: 692.090698 Iteration 2F: 3 clusters Score -75571.96 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -75732.054688 Penalty: 692.090698 Iteration 3F: 3 clusters Score -75732.05 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -75859.242188 Penalty: 692.090698 Iteration 4F: 3 clusters Score -75859.24 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -75960.757812 Penalty: 692.090698 Iteration 5F: 3 clusters Score -75960.76 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -76017.164062 Penalty: 692.090698 Iteration 6Q: 3 clusters Score -76017.16 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -76046.007812 Penalty: 692.090698 Iteration 7Q: 3 clusters Score -76046.01 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -76061.851562 Penalty: 692.090698 Iteration 8Q: 3 clusters Score -76061.85 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76073.718750 Penalty: 692.090698 Iteration 9Q: 3 clusters Score -76073.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -76084.976562 Penalty: 692.090698 Iteration 10Q: 3 clusters Score -76084.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -76095.937500 Penalty: 692.090698 Iteration 11Q: 3 clusters Score -76095.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -76108.351562 Penalty: 692.090698 Iteration 12Q: 3 clusters Score -76108.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76117.640625 Penalty: 692.090698 Iteration 13Q: 3 clusters Score -76117.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -76123.281250 Penalty: 692.090698 Iteration 14Q: 3 clusters Score -76123.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -76127.289062 Penalty: 692.090698 Iteration 15Q: 3 clusters Score -76127.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76130.023438 Penalty: 692.090698 Iteration 16Q: 3 clusters Score -76130.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -76130.796875 Penalty: 692.090698 Iteration 17Q: 3 clusters Score -76130.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76131.906250 Penalty: 692.090698 Iteration 18Q: 3 clusters Score -76131.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -76133.375000 Penalty: 692.090698 Iteration 19Q: 3 clusters Score -76133.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -76134.664062 Penalty: 692.090698 Iteration 20F: 3 clusters Score -76134.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76135.773438 Penalty: 692.090698 Iteration 21Q: 3 clusters Score -76135.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -76137.882812 Penalty: 692.090698 Iteration 22Q: 3 clusters Score -76137.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -76139.179688 Penalty: 692.090698 Iteration 23Q: 3 clusters Score -76139.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76140.445312 Penalty: 692.090698 Iteration 24Q: 3 clusters Score -76140.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76141.921875 Penalty: 692.090698 Iteration 25Q: 3 clusters Score -76141.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -76143.171875 Penalty: 692.090698 Iteration 26Q: 3 clusters Score -76143.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -76144.281250 Penalty: 692.090698 Iteration 27Q: 3 clusters Score -76144.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -76144.406250 Penalty: 692.090698 Iteration 28Q: 3 clusters Score -76144.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -76144.820312 Penalty: 692.090698 Iteration 29Q: 3 clusters Score -76144.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -76146.742188 Penalty: 692.090698 Iteration 30Q: 3 clusters Score -76146.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -76148.289062 Penalty: 692.090698 Iteration 31Q: 3 clusters Score -76148.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -76148.742188 Penalty: 692.090698 Iteration 32Q: 3 clusters Score -76148.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -76149.156250 Penalty: 692.090698 Iteration 33Q: 3 clusters Score -76149.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -76149.156250 Penalty: 692.090698 Iteration 34F: 3 clusters Score -76149.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Entering Unmasked Estep Score: -474518.281250 Penalty: 424.748016 Iteration 0F: 2 clusters Score -474518.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -467104.687500 Penalty: 849.496033 Iteration 0F: 3 clusters Score -467104.7 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -470065.093750 Penalty: 849.496033 Iteration 1F: 3 clusters Score -470065.1 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -470333.500000 Penalty: 849.496033 Iteration 2F: 3 clusters Score -470333.5 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -470701.812500 Penalty: 849.496033 Iteration 3F: 3 clusters Score -470701.8 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -471156.125000 Penalty: 849.496033 Iteration 4F: 3 clusters Score -471156.1 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -471762.218750 Penalty: 849.496033 Iteration 5F: 3 clusters Score -471762.2 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -472297.656250 Penalty: 849.496033 Iteration 6F: 3 clusters Score -472297.7 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -472592.531250 Penalty: 849.496033 Iteration 7Q: 3 clusters Score -472592.5 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -472717.125000 Penalty: 849.496033 Iteration 8Q: 3 clusters Score -472717.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -472795.656250 Penalty: 849.496033 Iteration 9Q: 3 clusters Score -472795.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -472862.750000 Penalty: 849.496033 Iteration 10Q: 3 clusters Score -472862.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -472923.437500 Penalty: 849.496033 Iteration 11Q: 3 clusters Score -472923.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -472992.562500 Penalty: 849.496033 Iteration 12Q: 3 clusters Score -472992.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -473052.718750 Penalty: 849.496033 Iteration 13Q: 3 clusters Score -473052.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -473105.875000 Penalty: 849.496033 Iteration 14Q: 3 clusters Score -473105.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -473154.000000 Penalty: 849.496033 Iteration 15Q: 3 clusters Score -473154 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -473206.125000 Penalty: 849.496033 Iteration 16Q: 3 clusters Score -473206.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -473270.187500 Penalty: 849.496033 Iteration 17Q: 3 clusters Score -473270.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -473344.000000 Penalty: 849.496033 Iteration 18Q: 3 clusters Score -473344 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -473406.437500 Penalty: 849.496033 Iteration 19Q: 3 clusters Score -473406.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -473453.718750 Penalty: 849.496033 Iteration 20F: 3 clusters Score -473453.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -473503.625000 Penalty: 849.496033 Iteration 21Q: 3 clusters Score -473503.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -473568.687500 Penalty: 849.496033 Iteration 22Q: 3 clusters Score -473568.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -473626.750000 Penalty: 849.496033 Iteration 23Q: 3 clusters Score -473626.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -473694.875000 Penalty: 849.496033 Iteration 24Q: 3 clusters Score -473694.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -473758.406250 Penalty: 849.496033 Iteration 25Q: 3 clusters Score -473758.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -473797.156250 Penalty: 849.496033 Iteration 26Q: 3 clusters Score -473797.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -473820.718750 Penalty: 849.496033 Iteration 27Q: 3 clusters Score -473820.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -473842.437500 Penalty: 849.496033 Iteration 28Q: 3 clusters Score -473842.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -473876.343750 Penalty: 849.496033 Iteration 29Q: 3 clusters Score -473876.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -473909.593750 Penalty: 849.496033 Iteration 30Q: 3 clusters Score -473909.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -473944.781250 Penalty: 849.496033 Iteration 31Q: 3 clusters Score -473944.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -473975.468750 Penalty: 849.496033 Iteration 32Q: 3 clusters Score -473975.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -474004.687500 Penalty: 849.496033 Iteration 33Q: 3 clusters Score -474004.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -474030.968750 Penalty: 849.496033 Iteration 34Q: 3 clusters Score -474031 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -474053.187500 Penalty: 849.496033 Iteration 35Q: 3 clusters Score -474053.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -474074.906250 Penalty: 849.496033 Iteration 36Q: 3 clusters Score -474074.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -474097.718750 Penalty: 849.496033 Iteration 37Q: 3 clusters Score -474097.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -474115.968750 Penalty: 849.496033 Iteration 38Q: 3 clusters Score -474116 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -474128.375000 Penalty: 849.496033 Iteration 39Q: 3 clusters Score -474128.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -474134.000000 Penalty: 849.496033 Iteration 40F: 3 clusters Score -474134 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -474139.343750 Penalty: 849.496033 Iteration 41Q: 3 clusters Score -474139.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -474143.875000 Penalty: 849.496033 Iteration 42Q: 3 clusters Score -474143.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -474146.031250 Penalty: 849.496033 Iteration 43Q: 3 clusters Score -474146 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 10812 members Entering Unmasked Estep Score: -474146.093750 Penalty: 849.496033 Iteration 44Q: 3 clusters Score -474146.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -474148.343750 Penalty: 849.496033 Iteration 45Q: 3 clusters Score -474148.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -474148.281250 Penalty: 849.496033 Iteration 46Q: 3 clusters Score -474148.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -474150.062500 Penalty: 849.496033 Iteration 47Q: 3 clusters Score -474150.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -474150.343750 Penalty: 849.496033 Iteration 48Q: 3 clusters Score -474150.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -474151.656250 Penalty: 849.496033 Iteration 49Q: 3 clusters Score -474151.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -474153.687500 Penalty: 849.496033 Iteration 50Q: 3 clusters Score -474153.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -474154.812500 Penalty: 849.496033 Iteration 51Q: 3 clusters Score -474154.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -474155.031250 Penalty: 849.496033 Iteration 52Q: 3 clusters Score -474155 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -474155.375000 Penalty: 849.496033 Iteration 53Q: 3 clusters Score -474155.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -474156.937500 Penalty: 849.496033 Iteration 54Q: 3 clusters Score -474156.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -474157.437500 Penalty: 849.496033 Iteration 55Q: 3 clusters Score -474157.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -474157.343750 Penalty: 849.496033 Iteration 56Q: 3 clusters Score -474157.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -474157.125000 Penalty: 849.496033 Iteration 57Q: 3 clusters Score -474157.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -474157.125000 Penalty: 849.496033 Iteration 58F: 3 clusters Score -474157.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Entering Unmasked Estep Score: -78953.679688 Penalty: 346.406281 Iteration 0F: 2 clusters Score -78953.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -77497.492188 Penalty: 692.812561 Iteration 0F: 3 clusters Score -77497.49 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -77978.539062 Penalty: 692.812561 Iteration 1F: 3 clusters Score -77978.54 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -78094.539062 Penalty: 692.812561 Iteration 2F: 3 clusters Score -78094.54 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -78256.984375 Penalty: 692.812561 Iteration 3F: 3 clusters Score -78256.98 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -78418.289062 Penalty: 692.812561 Iteration 4F: 3 clusters Score -78418.29 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -78525.914062 Penalty: 692.812561 Iteration 5F: 3 clusters Score -78525.91 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -78595.226562 Penalty: 692.812561 Iteration 6Q: 3 clusters Score -78595.23 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -78655.867188 Penalty: 692.812561 Iteration 7Q: 3 clusters Score -78655.87 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -78686.718750 Penalty: 692.812561 Iteration 8Q: 3 clusters Score -78686.72 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -78706.875000 Penalty: 692.812561 Iteration 9Q: 3 clusters Score -78706.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -78721.242188 Penalty: 692.812561 Iteration 10Q: 3 clusters Score -78721.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -78732.492188 Penalty: 692.812561 Iteration 11Q: 3 clusters Score -78732.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -78739.343750 Penalty: 692.812561 Iteration 12Q: 3 clusters Score -78739.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -78746.890625 Penalty: 692.812561 Iteration 13Q: 3 clusters Score -78746.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -78753.656250 Penalty: 692.812561 Iteration 14Q: 3 clusters Score -78753.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -78756.312500 Penalty: 692.812561 Iteration 15Q: 3 clusters Score -78756.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -78757.984375 Penalty: 692.812561 Iteration 16Q: 3 clusters Score -78757.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -78758.976562 Penalty: 692.812561 Iteration 17Q: 3 clusters Score -78758.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -78759.257812 Penalty: 692.812561 Iteration 18Q: 3 clusters Score -78759.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -78759.335938 Penalty: 692.812561 Iteration 19Q: 3 clusters Score -78759.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -78759.429688 Penalty: 692.812561 Iteration 20F: 3 clusters Score -78759.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -14066.794922 Penalty: 273.176880 Iteration 0F: 2 clusters Score -14066.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13652.335938 Penalty: 546.353760 Iteration 0F: 3 clusters Score -13652.34 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13749.466797 Penalty: 546.353760 Iteration 1F: 3 clusters Score -13749.47 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -13789.923828 Penalty: 546.353760 Iteration 2F: 3 clusters Score -13789.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -13808.272461 Penalty: 546.353760 Iteration 3F: 3 clusters Score -13808.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -13817.536133 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -13817.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -13823.204102 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -13823.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -13834.461914 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -13834.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -13838.758789 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -13838.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -13839.998047 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -13840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13841.004883 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -13841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13841.004883 Penalty: 546.353760 Iteration 10F: 3 clusters Score -13841 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Entering Unmasked Estep Score: -359035.625000 Penalty: 415.128021 Iteration 0F: 2 clusters Score -359035.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -352908.812500 Penalty: 830.256042 Iteration 0F: 3 clusters Score -352908.8 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -355478.625000 Penalty: 830.256042 Iteration 1F: 3 clusters Score -355478.6 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -355749.750000 Penalty: 830.256042 Iteration 2F: 3 clusters Score -355749.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -356046.593750 Penalty: 830.256042 Iteration 3F: 3 clusters Score -356046.6 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -356390.562500 Penalty: 830.256042 Iteration 4F: 3 clusters Score -356390.6 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -356788.468750 Penalty: 830.256042 Iteration 5F: 3 clusters Score -356788.5 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -357176.093750 Penalty: 830.256042 Iteration 6F: 3 clusters Score -357176.1 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -357403.750000 Penalty: 830.256042 Iteration 7Q: 3 clusters Score -357403.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -357506.281250 Penalty: 830.256042 Iteration 8Q: 3 clusters Score -357506.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -357560.812500 Penalty: 830.256042 Iteration 9Q: 3 clusters Score -357560.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -357595.500000 Penalty: 830.256042 Iteration 10Q: 3 clusters Score -357595.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -357630.281250 Penalty: 830.256042 Iteration 11Q: 3 clusters Score -357630.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -357665.718750 Penalty: 830.256042 Iteration 12Q: 3 clusters Score -357665.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -357704.093750 Penalty: 830.256042 Iteration 13Q: 3 clusters Score -357704.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -357747.875000 Penalty: 830.256042 Iteration 14Q: 3 clusters Score -357747.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -357806.968750 Penalty: 830.256042 Iteration 15Q: 3 clusters Score -357807 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -357879.031250 Penalty: 830.256042 Iteration 16Q: 3 clusters Score -357879 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -357933.875000 Penalty: 830.256042 Iteration 17Q: 3 clusters Score -357933.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -357978.750000 Penalty: 830.256042 Iteration 18Q: 3 clusters Score -357978.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -358016.750000 Penalty: 830.256042 Iteration 19Q: 3 clusters Score -358016.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -358050.843750 Penalty: 830.256042 Iteration 20F: 3 clusters Score -358050.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -358083.000000 Penalty: 830.256042 Iteration 21Q: 3 clusters Score -358083 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -358105.000000 Penalty: 830.256042 Iteration 22Q: 3 clusters Score -358105 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -358122.562500 Penalty: 830.256042 Iteration 23Q: 3 clusters Score -358122.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -358134.062500 Penalty: 830.256042 Iteration 24Q: 3 clusters Score -358134.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -358139.812500 Penalty: 830.256042 Iteration 25Q: 3 clusters Score -358139.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -358145.593750 Penalty: 830.256042 Iteration 26Q: 3 clusters Score -358145.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -358151.062500 Penalty: 830.256042 Iteration 27Q: 3 clusters Score -358151.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -358155.875000 Penalty: 830.256042 Iteration 28Q: 3 clusters Score -358155.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -358160.093750 Penalty: 830.256042 Iteration 29Q: 3 clusters Score -358160.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -358163.968750 Penalty: 830.256042 Iteration 30Q: 3 clusters Score -358164 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -358165.250000 Penalty: 830.256042 Iteration 31Q: 3 clusters Score -358165.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -358167.218750 Penalty: 830.256042 Iteration 32Q: 3 clusters Score -358167.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -358168.968750 Penalty: 830.256042 Iteration 33Q: 3 clusters Score -358169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -358168.718750 Penalty: 830.256042 Iteration 34Q: 3 clusters Score -358168.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -358169.593750 Penalty: 830.256042 Iteration 35Q: 3 clusters Score -358169.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -358170.062500 Penalty: 830.256042 Iteration 36Q: 3 clusters Score -358170.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -358170.625000 Penalty: 830.256042 Iteration 37Q: 3 clusters Score -358170.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -358171.093750 Penalty: 830.256042 Iteration 38Q: 3 clusters Score -358171.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -358172.843750 Penalty: 830.256042 Iteration 39Q: 3 clusters Score -358172.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -358175.968750 Penalty: 830.256042 Iteration 40F: 3 clusters Score -358176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -358180.156250 Penalty: 830.256042 Iteration 41Q: 3 clusters Score -358180.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -358182.437500 Penalty: 830.256042 Iteration 42Q: 3 clusters Score -358182.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -358184.125000 Penalty: 830.256042 Iteration 43Q: 3 clusters Score -358184.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -358185.687500 Penalty: 830.256042 Iteration 44Q: 3 clusters Score -358185.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -358190.937500 Penalty: 830.256042 Iteration 45Q: 3 clusters Score -358190.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -358193.937500 Penalty: 830.256042 Iteration 46Q: 3 clusters Score -358193.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -358197.718750 Penalty: 830.256042 Iteration 47Q: 3 clusters Score -358197.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -358200.000000 Penalty: 830.256042 Iteration 48Q: 3 clusters Score -358200 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -358200.468750 Penalty: 830.256042 Iteration 49Q: 3 clusters Score -358200.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -358202.406250 Penalty: 830.256042 Iteration 50Q: 3 clusters Score -358202.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -358204.406250 Penalty: 830.256042 Iteration 51Q: 3 clusters Score -358204.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -358205.625000 Penalty: 830.256042 Iteration 52Q: 3 clusters Score -358205.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -358208.468750 Penalty: 830.256042 Iteration 53Q: 3 clusters Score -358208.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -358211.250000 Penalty: 830.256042 Iteration 54Q: 3 clusters Score -358211.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -358213.125000 Penalty: 830.256042 Iteration 55Q: 3 clusters Score -358213.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -358213.281250 Penalty: 830.256042 Iteration 56Q: 3 clusters Score -358213.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -358214.031250 Penalty: 830.256042 Iteration 57Q: 3 clusters Score -358214 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -358214.625000 Penalty: 830.256042 Iteration 58Q: 3 clusters Score -358214.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -358215.750000 Penalty: 830.256042 Iteration 59Q: 3 clusters Score -358215.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -358217.125000 Penalty: 830.256042 Iteration 60F: 3 clusters Score -358217.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -358217.187500 Penalty: 830.256042 Iteration 61Q: 3 clusters Score -358217.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -358217.875000 Penalty: 830.256042 Iteration 62Q: 3 clusters Score -358217.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -358218.437500 Penalty: 830.256042 Iteration 63Q: 3 clusters Score -358218.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -358218.437500 Penalty: 830.256042 Iteration 64F: 3 clusters Score -358218.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Entering Unmasked Estep Score: -322929.562500 Penalty: 409.583649 Iteration 0F: 2 clusters Score -322929.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -317448.375000 Penalty: 819.167297 Iteration 0F: 3 clusters Score -317448.4 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -319536.187500 Penalty: 819.167297 Iteration 1F: 3 clusters Score -319536.2 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -319930.781250 Penalty: 819.167297 Iteration 2F: 3 clusters Score -319930.8 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -320457.218750 Penalty: 819.167297 Iteration 3F: 3 clusters Score -320457.2 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -321045.312500 Penalty: 819.167297 Iteration 4F: 3 clusters Score -321045.3 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -321601.593750 Penalty: 819.167297 Iteration 5F: 3 clusters Score -321601.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -321991.875000 Penalty: 819.167297 Iteration 6F: 3 clusters Score -321991.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -322248.000000 Penalty: 819.167297 Iteration 7Q: 3 clusters Score -322248 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -322388.312500 Penalty: 819.167297 Iteration 8Q: 3 clusters Score -322388.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -322450.343750 Penalty: 819.167297 Iteration 9Q: 3 clusters Score -322450.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -322494.000000 Penalty: 819.167297 Iteration 10Q: 3 clusters Score -322494 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -322511.375000 Penalty: 819.167297 Iteration 11Q: 3 clusters Score -322511.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -322531.625000 Penalty: 819.167297 Iteration 12Q: 3 clusters Score -322531.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -322549.500000 Penalty: 819.167297 Iteration 13Q: 3 clusters Score -322549.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -322560.937500 Penalty: 819.167297 Iteration 14Q: 3 clusters Score -322560.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -322568.843750 Penalty: 819.167297 Iteration 15Q: 3 clusters Score -322568.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -322573.062500 Penalty: 819.167297 Iteration 16Q: 3 clusters Score -322573.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -322577.093750 Penalty: 819.167297 Iteration 17Q: 3 clusters Score -322577.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -322577.093750 Penalty: 819.167297 Iteration 18F: 3 clusters Score -322577.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Entering Unmasked Estep Score: -504740.781250 Penalty: 430.607300 Iteration 0F: 2 clusters Score -504740.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -496209.781250 Penalty: 861.214600 Iteration 0F: 3 clusters Score -496209.8 nChanged 6040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -499798.687500 Penalty: 861.214600 Iteration 1F: 3 clusters Score -499798.7 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -500224.687500 Penalty: 861.214600 Iteration 2F: 3 clusters Score -500224.7 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -500687.625000 Penalty: 861.214600 Iteration 3F: 3 clusters Score -500687.6 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -501207.031250 Penalty: 861.214600 Iteration 4F: 3 clusters Score -501207 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -501710.562500 Penalty: 861.214600 Iteration 5F: 3 clusters Score -501710.6 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -502110.656250 Penalty: 861.214600 Iteration 6F: 3 clusters Score -502110.7 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -502456.843750 Penalty: 861.214600 Iteration 7Q: 3 clusters Score -502456.8 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -502803.218750 Penalty: 861.214600 Iteration 8Q: 3 clusters Score -502803.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -503081.562500 Penalty: 861.214600 Iteration 9Q: 3 clusters Score -503081.6 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -503359.406250 Penalty: 861.214600 Iteration 10Q: 3 clusters Score -503359.4 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -503622.031250 Penalty: 861.214600 Iteration 11Q: 3 clusters Score -503622 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -503844.093750 Penalty: 861.214600 Iteration 12Q: 3 clusters Score -503844.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -503994.125000 Penalty: 861.214600 Iteration 13Q: 3 clusters Score -503994.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -504110.562500 Penalty: 861.214600 Iteration 14Q: 3 clusters Score -504110.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -504210.906250 Penalty: 861.214600 Iteration 15Q: 3 clusters Score -504210.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 12476 members Entering Unmasked Estep Score: -504276.062500 Penalty: 861.214600 Iteration 16Q: 3 clusters Score -504276.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -504323.031250 Penalty: 861.214600 Iteration 17Q: 3 clusters Score -504323 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -504356.468750 Penalty: 861.214600 Iteration 18Q: 3 clusters Score -504356.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -504384.343750 Penalty: 861.214600 Iteration 19Q: 3 clusters Score -504384.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -504398.093750 Penalty: 861.214600 Iteration 20F: 3 clusters Score -504398.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 12644 members Entering Unmasked Estep Score: -504401.062500 Penalty: 861.214600 Iteration 21Q: 3 clusters Score -504401.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -504403.656250 Penalty: 861.214600 Iteration 22Q: 3 clusters Score -504403.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -504406.812500 Penalty: 861.214600 Iteration 23Q: 3 clusters Score -504406.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -504410.000000 Penalty: 861.214600 Iteration 24Q: 3 clusters Score -504410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -504412.968750 Penalty: 861.214600 Iteration 25Q: 3 clusters Score -504413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -504415.812500 Penalty: 861.214600 Iteration 26Q: 3 clusters Score -504415.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -504419.187500 Penalty: 861.214600 Iteration 27Q: 3 clusters Score -504419.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -504419.468750 Penalty: 861.214600 Iteration 28Q: 3 clusters Score -504419.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -504419.906250 Penalty: 861.214600 Iteration 29Q: 3 clusters Score -504419.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -504422.281250 Penalty: 861.214600 Iteration 30Q: 3 clusters Score -504422.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -504423.062500 Penalty: 861.214600 Iteration 31Q: 3 clusters Score -504423.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -504425.468750 Penalty: 861.214600 Iteration 32Q: 3 clusters Score -504425.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -504429.000000 Penalty: 861.214600 Iteration 33Q: 3 clusters Score -504429 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -504431.781250 Penalty: 861.214600 Iteration 34Q: 3 clusters Score -504431.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -504431.781250 Penalty: 861.214600 Iteration 35F: 3 clusters Score -504431.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (34184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34184 members Entering Unmasked Estep Score: -1377224.500000 Penalty: 474.997864 Iteration 0F: 2 clusters Score -1377224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -1354195.125000 Penalty: 949.995728 Iteration 0F: 3 clusters Score -1354195 nChanged 16407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15132 members Mstep: Class 2 contains 19052 members Entering Unmasked Estep Score: -1364811.500000 Penalty: 949.995728 Iteration 1F: 3 clusters Score -1364812 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -1365902.375000 Penalty: 949.995728 Iteration 2F: 3 clusters Score -1365902 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 21327 members Entering Unmasked Estep Score: -1367299.250000 Penalty: 949.995728 Iteration 3F: 3 clusters Score -1367299 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 22499 members Entering Unmasked Estep Score: -1368914.125000 Penalty: 949.995728 Iteration 4F: 3 clusters Score -1368914 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 23490 members Entering Unmasked Estep Score: -1370453.750000 Penalty: 949.995728 Iteration 5F: 3 clusters Score -1370454 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 24221 members Entering Unmasked Estep Score: -1371439.375000 Penalty: 949.995728 Iteration 6Q: 3 clusters Score -1371439 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 24879 members Entering Unmasked Estep Score: -1371910.375000 Penalty: 949.995728 Iteration 7Q: 3 clusters Score -1371910 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 25569 members Entering Unmasked Estep Score: -1372214.375000 Penalty: 949.995728 Iteration 8Q: 3 clusters Score -1372214 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 26342 members Entering Unmasked Estep Score: -1372540.250000 Penalty: 949.995728 Iteration 9Q: 3 clusters Score -1372540 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 27140 members Entering Unmasked Estep Score: -1372893.125000 Penalty: 949.995728 Iteration 10Q: 3 clusters Score -1372893 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 27959 members Entering Unmasked Estep Score: -1373267.000000 Penalty: 949.995728 Iteration 11Q: 3 clusters Score -1373267 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 28745 members Entering Unmasked Estep Score: -1373653.875000 Penalty: 949.995728 Iteration 12Q: 3 clusters Score -1373654 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 29513 members Entering Unmasked Estep Score: -1374051.250000 Penalty: 949.995728 Iteration 13Q: 3 clusters Score -1374051 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 30215 members Entering Unmasked Estep Score: -1374428.250000 Penalty: 949.995728 Iteration 14Q: 3 clusters Score -1374428 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 30872 members Entering Unmasked Estep Score: -1374800.750000 Penalty: 949.995728 Iteration 15Q: 3 clusters Score -1374801 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 31518 members Entering Unmasked Estep Score: -1375189.500000 Penalty: 949.995728 Iteration 16Q: 3 clusters Score -1375190 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 32070 members Entering Unmasked Estep Score: -1375554.625000 Penalty: 949.995728 Iteration 17Q: 3 clusters Score -1375555 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 32559 members Entering Unmasked Estep Score: -1375897.750000 Penalty: 949.995728 Iteration 18Q: 3 clusters Score -1375898 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 32958 members Entering Unmasked Estep Score: -1376176.000000 Penalty: 949.995728 Iteration 19Q: 3 clusters Score -1376176 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 33247 members Entering Unmasked Estep Score: -1376372.125000 Penalty: 949.995728 Iteration 20F: 3 clusters Score -1376372 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 33463 members Entering Unmasked Estep Score: -1376506.000000 Penalty: 949.995728 Iteration 21Q: 3 clusters Score -1376506 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 33631 members Entering Unmasked Estep Score: -1376599.250000 Penalty: 949.995728 Iteration 22Q: 3 clusters Score -1376599 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 33734 members Entering Unmasked Estep Score: -1376652.000000 Penalty: 949.995728 Iteration 23Q: 3 clusters Score -1376652 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 33825 members Entering Unmasked Estep Score: -1376707.875000 Penalty: 949.995728 Iteration 24Q: 3 clusters Score -1376708 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 33892 members Entering Unmasked Estep Score: -1376743.625000 Penalty: 949.995728 Iteration 25Q: 3 clusters Score -1376744 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 33935 members Entering Unmasked Estep Score: -1376772.875000 Penalty: 949.995728 Iteration 26Q: 3 clusters Score -1376773 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 33976 members Entering Unmasked Estep Score: -1376798.750000 Penalty: 949.995728 Iteration 27Q: 3 clusters Score -1376799 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 33998 members Entering Unmasked Estep Score: -1376808.375000 Penalty: 949.995728 Iteration 28Q: 3 clusters Score -1376808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 34015 members Entering Unmasked Estep Score: -1376817.500000 Penalty: 949.995728 Iteration 29Q: 3 clusters Score -1376818 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 34025 members Entering Unmasked Estep Score: -1376824.250000 Penalty: 949.995728 Iteration 30Q: 3 clusters Score -1376824 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 34035 members Entering Unmasked Estep Score: -1376828.375000 Penalty: 949.995728 Iteration 31Q: 3 clusters Score -1376828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 34041 members Entering Unmasked Estep Score: -1376831.375000 Penalty: 949.995728 Iteration 32Q: 3 clusters Score -1376831 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 34045 members Entering Unmasked Estep Score: -1376837.000000 Penalty: 949.995728 Iteration 33Q: 3 clusters Score -1376837 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 34048 members Entering Unmasked Estep Score: -1376839.625000 Penalty: 949.995728 Iteration 34Q: 3 clusters Score -1376840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 34049 members Entering Unmasked Estep Score: -1376841.000000 Penalty: 949.995728 Iteration 35Q: 3 clusters Score -1376841 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 34048 members Entering Unmasked Estep Score: -1376840.875000 Penalty: 949.995728 Iteration 36Q: 3 clusters Score -1376841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 34047 members Entering Unmasked Estep Score: -1376842.875000 Penalty: 949.995728 Iteration 37Q: 3 clusters Score -1376843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 34047 members Entering Unmasked Estep Score: -1376842.875000 Penalty: 949.995728 Iteration 38F: 3 clusters Score -1376843 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Entering Unmasked Estep Score: -209427.546875 Penalty: 393.422150 Iteration 0F: 2 clusters Score -209427.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -205562.546875 Penalty: 786.844299 Iteration 0F: 3 clusters Score -205562.5 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -207085.390625 Penalty: 786.844299 Iteration 1F: 3 clusters Score -207085.4 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -207276.406250 Penalty: 786.844299 Iteration 2F: 3 clusters Score -207276.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -207497.500000 Penalty: 786.844299 Iteration 3F: 3 clusters Score -207497.5 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -207765.687500 Penalty: 786.844299 Iteration 4F: 3 clusters Score -207765.7 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -208059.234375 Penalty: 786.844299 Iteration 5F: 3 clusters Score -208059.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -208242.250000 Penalty: 786.844299 Iteration 6F: 3 clusters Score -208242.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -208329.203125 Penalty: 786.844299 Iteration 7Q: 3 clusters Score -208329.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -208382.515625 Penalty: 786.844299 Iteration 8Q: 3 clusters Score -208382.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -208426.609375 Penalty: 786.844299 Iteration 9Q: 3 clusters Score -208426.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -208467.328125 Penalty: 786.844299 Iteration 10Q: 3 clusters Score -208467.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -208502.296875 Penalty: 786.844299 Iteration 11Q: 3 clusters Score -208502.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -208546.687500 Penalty: 786.844299 Iteration 12Q: 3 clusters Score -208546.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -208591.296875 Penalty: 786.844299 Iteration 13Q: 3 clusters Score -208591.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -208623.140625 Penalty: 786.844299 Iteration 14Q: 3 clusters Score -208623.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -208645.968750 Penalty: 786.844299 Iteration 15Q: 3 clusters Score -208646 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -208668.937500 Penalty: 786.844299 Iteration 16Q: 3 clusters Score -208668.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -208685.093750 Penalty: 786.844299 Iteration 17Q: 3 clusters Score -208685.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -208700.718750 Penalty: 786.844299 Iteration 18Q: 3 clusters Score -208700.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -208711.484375 Penalty: 786.844299 Iteration 19Q: 3 clusters Score -208711.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -208726.156250 Penalty: 786.844299 Iteration 20F: 3 clusters Score -208726.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -208741.171875 Penalty: 786.844299 Iteration 21Q: 3 clusters Score -208741.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -208757.953125 Penalty: 786.844299 Iteration 22Q: 3 clusters Score -208758 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -208779.062500 Penalty: 786.844299 Iteration 23Q: 3 clusters Score -208779.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -208800.687500 Penalty: 786.844299 Iteration 24Q: 3 clusters Score -208800.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -208817.546875 Penalty: 786.844299 Iteration 25Q: 3 clusters Score -208817.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -208842.765625 Penalty: 786.844299 Iteration 26Q: 3 clusters Score -208842.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -208870.421875 Penalty: 786.844299 Iteration 27Q: 3 clusters Score -208870.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -208911.671875 Penalty: 786.844299 Iteration 28Q: 3 clusters Score -208911.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -208973.640625 Penalty: 786.844299 Iteration 29Q: 3 clusters Score -208973.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -209034.796875 Penalty: 786.844299 Iteration 30Q: 3 clusters Score -209034.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -209078.921875 Penalty: 786.844299 Iteration 31Q: 3 clusters Score -209078.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -209118.750000 Penalty: 786.844299 Iteration 32Q: 3 clusters Score -209118.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -209152.687500 Penalty: 786.844299 Iteration 33Q: 3 clusters Score -209152.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -209180.406250 Penalty: 786.844299 Iteration 34Q: 3 clusters Score -209180.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -209196.875000 Penalty: 786.844299 Iteration 35Q: 3 clusters Score -209196.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -209206.125000 Penalty: 786.844299 Iteration 36Q: 3 clusters Score -209206.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -209211.296875 Penalty: 786.844299 Iteration 37Q: 3 clusters Score -209211.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -209213.687500 Penalty: 786.844299 Iteration 38Q: 3 clusters Score -209213.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -209215.859375 Penalty: 786.844299 Iteration 39Q: 3 clusters Score -209215.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -209219.515625 Penalty: 786.844299 Iteration 40F: 3 clusters Score -209219.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -209221.734375 Penalty: 786.844299 Iteration 41Q: 3 clusters Score -209221.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -209224.250000 Penalty: 786.844299 Iteration 42Q: 3 clusters Score -209224.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -209224.796875 Penalty: 786.844299 Iteration 43Q: 3 clusters Score -209224.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -209225.609375 Penalty: 786.844299 Iteration 44Q: 3 clusters Score -209225.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -209226.546875 Penalty: 786.844299 Iteration 45Q: 3 clusters Score -209226.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -209227.343750 Penalty: 786.844299 Iteration 46Q: 3 clusters Score -209227.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -209228.093750 Penalty: 786.844299 Iteration 47Q: 3 clusters Score -209228.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -209228.531250 Penalty: 786.844299 Iteration 48Q: 3 clusters Score -209228.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -209230.437500 Penalty: 786.844299 Iteration 49Q: 3 clusters Score -209230.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -209232.640625 Penalty: 786.844299 Iteration 50Q: 3 clusters Score -209232.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -209235.218750 Penalty: 786.844299 Iteration 51Q: 3 clusters Score -209235.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -209237.062500 Penalty: 786.844299 Iteration 52Q: 3 clusters Score -209237.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -209240.328125 Penalty: 786.844299 Iteration 53Q: 3 clusters Score -209240.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -209242.375000 Penalty: 786.844299 Iteration 54Q: 3 clusters Score -209242.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -209245.750000 Penalty: 786.844299 Iteration 55Q: 3 clusters Score -209245.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -209247.453125 Penalty: 786.844299 Iteration 56Q: 3 clusters Score -209247.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -209250.296875 Penalty: 786.844299 Iteration 57Q: 3 clusters Score -209250.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -209251.546875 Penalty: 786.844299 Iteration 58Q: 3 clusters Score -209251.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -209253.000000 Penalty: 786.844299 Iteration 59Q: 3 clusters Score -209253 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -209254.187500 Penalty: 786.844299 Iteration 60F: 3 clusters Score -209254.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -209255.578125 Penalty: 786.844299 Iteration 61Q: 3 clusters Score -209255.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -209256.921875 Penalty: 786.844299 Iteration 62Q: 3 clusters Score -209256.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -209258.796875 Penalty: 786.844299 Iteration 63Q: 3 clusters Score -209258.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -209259.750000 Penalty: 786.844299 Iteration 64Q: 3 clusters Score -209259.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -209260.671875 Penalty: 786.844299 Iteration 65Q: 3 clusters Score -209260.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -209260.843750 Penalty: 786.844299 Iteration 66Q: 3 clusters Score -209260.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -209260.765625 Penalty: 786.844299 Iteration 67Q: 3 clusters Score -209260.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -209260.859375 Penalty: 786.844299 Iteration 68Q: 3 clusters Score -209260.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -209261.031250 Penalty: 786.844299 Iteration 69Q: 3 clusters Score -209261 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -209261.234375 Penalty: 786.844299 Iteration 70Q: 3 clusters Score -209261.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -209261.234375 Penalty: 786.844299 Iteration 71F: 3 clusters Score -209261.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -69241.656250 Penalty: 338.499969 Iteration 0F: 2 clusters Score -69241.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -67947.695312 Penalty: 676.999939 Iteration 0F: 3 clusters Score -67947.7 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -68391.789062 Penalty: 676.999939 Iteration 1F: 3 clusters Score -68391.79 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -68512.359375 Penalty: 676.999939 Iteration 2F: 3 clusters Score -68512.36 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -68618.757812 Penalty: 676.999939 Iteration 3F: 3 clusters Score -68618.76 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -68726.390625 Penalty: 676.999939 Iteration 4F: 3 clusters Score -68726.39 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -68804.375000 Penalty: 676.999939 Iteration 5F: 3 clusters Score -68804.38 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -68861.257812 Penalty: 676.999939 Iteration 6Q: 3 clusters Score -68861.26 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -68901.968750 Penalty: 676.999939 Iteration 7Q: 3 clusters Score -68901.97 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -68936.000000 Penalty: 676.999939 Iteration 8Q: 3 clusters Score -68936 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -68964.515625 Penalty: 676.999939 Iteration 9Q: 3 clusters Score -68964.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -68981.921875 Penalty: 676.999939 Iteration 10Q: 3 clusters Score -68981.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -68991.062500 Penalty: 676.999939 Iteration 11Q: 3 clusters Score -68991.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -68995.007812 Penalty: 676.999939 Iteration 12Q: 3 clusters Score -68995.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -69000.296875 Penalty: 676.999939 Iteration 13Q: 3 clusters Score -69000.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -69005.804688 Penalty: 676.999939 Iteration 14Q: 3 clusters Score -69005.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -69010.640625 Penalty: 676.999939 Iteration 15Q: 3 clusters Score -69010.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -69013.843750 Penalty: 676.999939 Iteration 16Q: 3 clusters Score -69013.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -69014.062500 Penalty: 676.999939 Iteration 17Q: 3 clusters Score -69014.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -69014.062500 Penalty: 676.999939 Iteration 18F: 3 clusters Score -69014.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Entering Unmasked Estep Score: -172931.968750 Penalty: 382.960297 Iteration 0F: 2 clusters Score -172932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -169934.453125 Penalty: 765.920593 Iteration 0F: 3 clusters Score -169934.5 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -171018.750000 Penalty: 765.920593 Iteration 1F: 3 clusters Score -171018.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -171175.031250 Penalty: 765.920593 Iteration 2F: 3 clusters Score -171175 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -171334.187500 Penalty: 765.920593 Iteration 3F: 3 clusters Score -171334.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -171545.421875 Penalty: 765.920593 Iteration 4F: 3 clusters Score -171545.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -171742.953125 Penalty: 765.920593 Iteration 5F: 3 clusters Score -171743 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -171947.515625 Penalty: 765.920593 Iteration 6F: 3 clusters Score -171947.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -172135.703125 Penalty: 765.920593 Iteration 7Q: 3 clusters Score -172135.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -172293.015625 Penalty: 765.920593 Iteration 8Q: 3 clusters Score -172293 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -172394.656250 Penalty: 765.920593 Iteration 9Q: 3 clusters Score -172394.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -172470.203125 Penalty: 765.920593 Iteration 10Q: 3 clusters Score -172470.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -172535.656250 Penalty: 765.920593 Iteration 11Q: 3 clusters Score -172535.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -172573.937500 Penalty: 765.920593 Iteration 12Q: 3 clusters Score -172573.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -172596.390625 Penalty: 765.920593 Iteration 13Q: 3 clusters Score -172596.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -172610.937500 Penalty: 765.920593 Iteration 14Q: 3 clusters Score -172610.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -172617.515625 Penalty: 765.920593 Iteration 15Q: 3 clusters Score -172617.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -172622.609375 Penalty: 765.920593 Iteration 16Q: 3 clusters Score -172622.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -172625.156250 Penalty: 765.920593 Iteration 17Q: 3 clusters Score -172625.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -172628.484375 Penalty: 765.920593 Iteration 18Q: 3 clusters Score -172628.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -172632.171875 Penalty: 765.920593 Iteration 19Q: 3 clusters Score -172632.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -172635.593750 Penalty: 765.920593 Iteration 20F: 3 clusters Score -172635.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -172638.671875 Penalty: 765.920593 Iteration 21Q: 3 clusters Score -172638.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -172641.234375 Penalty: 765.920593 Iteration 22Q: 3 clusters Score -172641.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -172642.421875 Penalty: 765.920593 Iteration 23Q: 3 clusters Score -172642.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -172643.171875 Penalty: 765.920593 Iteration 24Q: 3 clusters Score -172643.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -172643.656250 Penalty: 765.920593 Iteration 25Q: 3 clusters Score -172643.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -172643.640625 Penalty: 765.920593 Iteration 26Q: 3 clusters Score -172643.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -172643.703125 Penalty: 765.920593 Iteration 27Q: 3 clusters Score -172643.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -172644.562500 Penalty: 765.920593 Iteration 28Q: 3 clusters Score -172644.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -172644.859375 Penalty: 765.920593 Iteration 29Q: 3 clusters Score -172644.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -172645.546875 Penalty: 765.920593 Iteration 30Q: 3 clusters Score -172645.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -172646.125000 Penalty: 765.920593 Iteration 31Q: 3 clusters Score -172646.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -172646.718750 Penalty: 765.920593 Iteration 32Q: 3 clusters Score -172646.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -172647.125000 Penalty: 765.920593 Iteration 33Q: 3 clusters Score -172647.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -172647.328125 Penalty: 765.920593 Iteration 34Q: 3 clusters Score -172647.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -172648.187500 Penalty: 765.920593 Iteration 35Q: 3 clusters Score -172648.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -172648.640625 Penalty: 765.920593 Iteration 36Q: 3 clusters Score -172648.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -172650.328125 Penalty: 765.920593 Iteration 37Q: 3 clusters Score -172650.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -172651.656250 Penalty: 765.920593 Iteration 38Q: 3 clusters Score -172651.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -172651.406250 Penalty: 765.920593 Iteration 39Q: 3 clusters Score -172651.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -172652.187500 Penalty: 765.920593 Iteration 40F: 3 clusters Score -172652.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -172652.093750 Penalty: 765.920593 Iteration 41Q: 3 clusters Score -172652.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -172652.093750 Penalty: 765.920593 Iteration 42Q: 3 clusters Score -172652.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -172652.640625 Penalty: 765.920593 Iteration 43Q: 3 clusters Score -172652.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -172653.328125 Penalty: 765.920593 Iteration 44Q: 3 clusters Score -172653.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -172653.437500 Penalty: 765.920593 Iteration 45Q: 3 clusters Score -172653.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -172653.531250 Penalty: 765.920593 Iteration 46Q: 3 clusters Score -172653.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -172653.593750 Penalty: 765.920593 Iteration 47Q: 3 clusters Score -172653.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -172653.609375 Penalty: 765.920593 Iteration 48Q: 3 clusters Score -172653.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -172653.812500 Penalty: 765.920593 Iteration 49Q: 3 clusters Score -172653.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -172653.625000 Penalty: 765.920593 Iteration 50Q: 3 clusters Score -172653.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -172653.968750 Penalty: 765.920593 Iteration 51Q: 3 clusters Score -172654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -172654.218750 Penalty: 765.920593 Iteration 52Q: 3 clusters Score -172654.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -172655.328125 Penalty: 765.920593 Iteration 53Q: 3 clusters Score -172655.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -172655.375000 Penalty: 765.920593 Iteration 54Q: 3 clusters Score -172655.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -172655.875000 Penalty: 765.920593 Iteration 55Q: 3 clusters Score -172655.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -172655.578125 Penalty: 765.920593 Iteration 56Q: 3 clusters Score -172655.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -172655.859375 Penalty: 765.920593 Iteration 57Q: 3 clusters Score -172655.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -172656.484375 Penalty: 765.920593 Iteration 58Q: 3 clusters Score -172656.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -172656.953125 Penalty: 765.920593 Iteration 59Q: 3 clusters Score -172657 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -172657.171875 Penalty: 765.920593 Iteration 60F: 3 clusters Score -172657.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Entering Unmasked Estep Score: -117092.171875 Penalty: 362.935089 Iteration 0F: 2 clusters Score -117092.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -115061.968750 Penalty: 725.870178 Iteration 0F: 3 clusters Score -115062 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -115808.132812 Penalty: 725.870178 Iteration 1F: 3 clusters Score -115808.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -115926.437500 Penalty: 725.870178 Iteration 2F: 3 clusters Score -115926.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -116033.679688 Penalty: 725.870178 Iteration 3F: 3 clusters Score -116033.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -116139.695312 Penalty: 725.870178 Iteration 4F: 3 clusters Score -116139.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -116234.195312 Penalty: 725.870178 Iteration 5Q: 3 clusters Score -116234.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -116337.945312 Penalty: 725.870178 Iteration 6Q: 3 clusters Score -116337.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -116439.593750 Penalty: 725.870178 Iteration 7Q: 3 clusters Score -116439.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -116514.664062 Penalty: 725.870178 Iteration 8Q: 3 clusters Score -116514.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -116555.398438 Penalty: 725.870178 Iteration 9Q: 3 clusters Score -116555.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -116590.148438 Penalty: 725.870178 Iteration 10Q: 3 clusters Score -116590.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -116617.218750 Penalty: 725.870178 Iteration 11Q: 3 clusters Score -116617.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -116634.250000 Penalty: 725.870178 Iteration 12Q: 3 clusters Score -116634.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -116648.523438 Penalty: 725.870178 Iteration 13Q: 3 clusters Score -116648.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -116661.421875 Penalty: 725.870178 Iteration 14Q: 3 clusters Score -116661.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -116670.320312 Penalty: 725.870178 Iteration 15Q: 3 clusters Score -116670.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -116677.742188 Penalty: 725.870178 Iteration 16Q: 3 clusters Score -116677.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -116685.179688 Penalty: 725.870178 Iteration 17Q: 3 clusters Score -116685.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -116694.367188 Penalty: 725.870178 Iteration 18Q: 3 clusters Score -116694.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -116705.937500 Penalty: 725.870178 Iteration 19Q: 3 clusters Score -116705.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -116715.492188 Penalty: 725.870178 Iteration 20F: 3 clusters Score -116715.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -116723.156250 Penalty: 725.870178 Iteration 21Q: 3 clusters Score -116723.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -116734.000000 Penalty: 725.870178 Iteration 22Q: 3 clusters Score -116734 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -116741.726562 Penalty: 725.870178 Iteration 23Q: 3 clusters Score -116741.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -116748.164062 Penalty: 725.870178 Iteration 24Q: 3 clusters Score -116748.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -116756.726562 Penalty: 725.870178 Iteration 25Q: 3 clusters Score -116756.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -116764.242188 Penalty: 725.870178 Iteration 26Q: 3 clusters Score -116764.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -116770.703125 Penalty: 725.870178 Iteration 27Q: 3 clusters Score -116770.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -116777.031250 Penalty: 725.870178 Iteration 28Q: 3 clusters Score -116777 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -116781.226562 Penalty: 725.870178 Iteration 29Q: 3 clusters Score -116781.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -116784.835938 Penalty: 725.870178 Iteration 30Q: 3 clusters Score -116784.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -116787.843750 Penalty: 725.870178 Iteration 31Q: 3 clusters Score -116787.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -116789.843750 Penalty: 725.870178 Iteration 32Q: 3 clusters Score -116789.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -116791.476562 Penalty: 725.870178 Iteration 33Q: 3 clusters Score -116791.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -116792.695312 Penalty: 725.870178 Iteration 34Q: 3 clusters Score -116792.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -116795.906250 Penalty: 725.870178 Iteration 35Q: 3 clusters Score -116795.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -116797.468750 Penalty: 725.870178 Iteration 36Q: 3 clusters Score -116797.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -116798.234375 Penalty: 725.870178 Iteration 37Q: 3 clusters Score -116798.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -116798.367188 Penalty: 725.870178 Iteration 38Q: 3 clusters Score -116798.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -116798.593750 Penalty: 725.870178 Iteration 39Q: 3 clusters Score -116798.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -116798.593750 Penalty: 725.870178 Iteration 40F: 3 clusters Score -116798.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (87456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87456 members Entering Unmasked Estep Score: -3668260.000000 Penalty: 517.739563 Iteration 0F: 2 clusters Score -3668260 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43890 members Mstep: Class 2 contains 43566 members Entering Unmasked Estep Score: -3609331.500000 Penalty: 1035.479126 Iteration 0F: 3 clusters Score -3609332 nChanged 42749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49519 members Mstep: Class 2 contains 37937 members Entering Unmasked Estep Score: -3635974.000000 Penalty: 1035.479126 Iteration 1F: 3 clusters Score -3635974 nChanged 4593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53086 members Mstep: Class 2 contains 34370 members Entering Unmasked Estep Score: -3637894.750000 Penalty: 1035.479126 Iteration 2F: 3 clusters Score -3637895 nChanged 5736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58182 members Mstep: Class 2 contains 29274 members Entering Unmasked Estep Score: -3641207.500000 Penalty: 1035.479126 Iteration 3F: 3 clusters Score -3641208 nChanged 6767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64607 members Mstep: Class 2 contains 22849 members Entering Unmasked Estep Score: -3646206.750000 Penalty: 1035.479126 Iteration 4F: 3 clusters Score -3646207 nChanged 7417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71864 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -3652848.750000 Penalty: 1035.479126 Iteration 5F: 3 clusters Score -3652849 nChanged 6642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78460 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -3659370.000000 Penalty: 1035.479126 Iteration 6F: 3 clusters Score -3659370 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82905 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -3663847.000000 Penalty: 1035.479126 Iteration 7F: 3 clusters Score -3663847 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85336 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -3666209.750000 Penalty: 1035.479126 Iteration 8Q: 3 clusters Score -3666210 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86373 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -3667211.250000 Penalty: 1035.479126 Iteration 9Q: 3 clusters Score -3667211 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86758 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -3667568.750000 Penalty: 1035.479126 Iteration 10Q: 3 clusters Score -3667569 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86908 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -3667720.500000 Penalty: 1035.479126 Iteration 11Q: 3 clusters Score -3667720 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86987 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -3667817.000000 Penalty: 1035.479126 Iteration 12Q: 3 clusters Score -3667817 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87030 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -3667856.500000 Penalty: 1035.479126 Iteration 13Q: 3 clusters Score -3667856 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87055 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -3667890.250000 Penalty: 1035.479126 Iteration 14Q: 3 clusters Score -3667890 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87074 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -3667902.500000 Penalty: 1035.479126 Iteration 15Q: 3 clusters Score -3667902 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87087 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -3667915.250000 Penalty: 1035.479126 Iteration 16Q: 3 clusters Score -3667915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87098 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -3667919.250000 Penalty: 1035.479126 Iteration 17Q: 3 clusters Score -3667919 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87104 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -3667925.000000 Penalty: 1035.479126 Iteration 18Q: 3 clusters Score -3667925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87110 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -3667928.000000 Penalty: 1035.479126 Iteration 19Q: 3 clusters Score -3667928 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87116 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -3667930.500000 Penalty: 1035.479126 Iteration 20F: 3 clusters Score -3667930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87119 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -3667929.250000 Penalty: 1035.479126 Iteration 21Q: 3 clusters Score -3667929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87120 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -3667930.500000 Penalty: 1035.479126 Iteration 22Q: 3 clusters Score -3667930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87120 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -3667929.500000 Penalty: 1035.479126 Iteration 23Q: 3 clusters Score -3667930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87122 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -3667932.750000 Penalty: 1035.479126 Iteration 24Q: 3 clusters Score -3667933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87126 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -3667934.750000 Penalty: 1035.479126 Iteration 25Q: 3 clusters Score -3667935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87129 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -3667937.500000 Penalty: 1035.479126 Iteration 26Q: 3 clusters Score -3667938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87131 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3667935.500000 Penalty: 1035.479126 Iteration 27Q: 3 clusters Score -3667936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87130 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3667939.000000 Penalty: 1035.479126 Iteration 28Q: 3 clusters Score -3667939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87130 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3667935.250000 Penalty: 1035.479126 Iteration 29Q: 3 clusters Score -3667935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87131 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3667939.250000 Penalty: 1035.479126 Iteration 30Q: 3 clusters Score -3667939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87132 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3667936.750000 Penalty: 1035.479126 Iteration 31Q: 3 clusters Score -3667937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87134 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -3667937.000000 Penalty: 1035.479126 Iteration 32Q: 3 clusters Score -3667937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87136 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -3667936.750000 Penalty: 1035.479126 Iteration 33Q: 3 clusters Score -3667937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87136 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -3667936.750000 Penalty: 1035.479126 Iteration 34F: 3 clusters Score -3667937 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Entering Unmasked Estep Score: -66070.976562 Penalty: 348.363342 Iteration 0F: 2 clusters Score -66070.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -64578.382812 Penalty: 696.726685 Iteration 0F: 3 clusters Score -64578.38 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -65270.785156 Penalty: 696.726685 Iteration 1F: 3 clusters Score -65270.79 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -65462.707031 Penalty: 696.726685 Iteration 2F: 3 clusters Score -65462.71 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -65613.890625 Penalty: 696.726685 Iteration 3F: 3 clusters Score -65613.89 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -65735.062500 Penalty: 696.726685 Iteration 4F: 3 clusters Score -65735.06 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -65841.531250 Penalty: 696.726685 Iteration 5F: 3 clusters Score -65841.53 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -65933.390625 Penalty: 696.726685 Iteration 6Q: 3 clusters Score -65933.39 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -65979.367188 Penalty: 696.726685 Iteration 7Q: 3 clusters Score -65979.37 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -66003.562500 Penalty: 696.726685 Iteration 8Q: 3 clusters Score -66003.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -66011.625000 Penalty: 696.726685 Iteration 9Q: 3 clusters Score -66011.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -66015.453125 Penalty: 696.726685 Iteration 10Q: 3 clusters Score -66015.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -66018.148438 Penalty: 696.726685 Iteration 11Q: 3 clusters Score -66018.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -66022.218750 Penalty: 696.726685 Iteration 12Q: 3 clusters Score -66022.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -66024.476562 Penalty: 696.726685 Iteration 13Q: 3 clusters Score -66024.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -66025.632812 Penalty: 696.726685 Iteration 14Q: 3 clusters Score -66025.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -66026.210938 Penalty: 696.726685 Iteration 15Q: 3 clusters Score -66026.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -66026.210938 Penalty: 696.726685 Iteration 16F: 3 clusters Score -66026.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Entering Unmasked Estep Score: -259264.031250 Penalty: 401.643097 Iteration 0F: 2 clusters Score -259264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -254666.062500 Penalty: 803.286194 Iteration 0F: 3 clusters Score -254666.1 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -256313.515625 Penalty: 803.286194 Iteration 1F: 3 clusters Score -256313.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -256442.296875 Penalty: 803.286194 Iteration 2F: 3 clusters Score -256442.3 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -256569.937500 Penalty: 803.286194 Iteration 3Q: 3 clusters Score -256569.9 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -256739.234375 Penalty: 803.286194 Iteration 4Q: 3 clusters Score -256739.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -256978.859375 Penalty: 803.286194 Iteration 5F: 3 clusters Score -256978.9 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -257225.640625 Penalty: 803.286194 Iteration 6F: 3 clusters Score -257225.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -257450.265625 Penalty: 803.286194 Iteration 7F: 3 clusters Score -257450.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -257600.046875 Penalty: 803.286194 Iteration 8Q: 3 clusters Score -257600 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -257683.046875 Penalty: 803.286194 Iteration 9Q: 3 clusters Score -257683 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -257727.250000 Penalty: 803.286194 Iteration 10Q: 3 clusters Score -257727.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -257751.468750 Penalty: 803.286194 Iteration 11Q: 3 clusters Score -257751.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -257775.031250 Penalty: 803.286194 Iteration 12Q: 3 clusters Score -257775 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -257807.343750 Penalty: 803.286194 Iteration 13Q: 3 clusters Score -257807.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -257847.250000 Penalty: 803.286194 Iteration 14Q: 3 clusters Score -257847.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -257890.109375 Penalty: 803.286194 Iteration 15Q: 3 clusters Score -257890.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -257932.515625 Penalty: 803.286194 Iteration 16Q: 3 clusters Score -257932.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -257986.968750 Penalty: 803.286194 Iteration 17Q: 3 clusters Score -257987 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -258053.859375 Penalty: 803.286194 Iteration 18Q: 3 clusters Score -258053.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -258126.625000 Penalty: 803.286194 Iteration 19Q: 3 clusters Score -258126.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -258198.640625 Penalty: 803.286194 Iteration 20F: 3 clusters Score -258198.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -258267.250000 Penalty: 803.286194 Iteration 21Q: 3 clusters Score -258267.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -258332.218750 Penalty: 803.286194 Iteration 22Q: 3 clusters Score -258332.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -258400.265625 Penalty: 803.286194 Iteration 23Q: 3 clusters Score -258400.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -258459.781250 Penalty: 803.286194 Iteration 24Q: 3 clusters Score -258459.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -258525.062500 Penalty: 803.286194 Iteration 25Q: 3 clusters Score -258525.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -258590.703125 Penalty: 803.286194 Iteration 26Q: 3 clusters Score -258590.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -258641.109375 Penalty: 803.286194 Iteration 27Q: 3 clusters Score -258641.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -258707.015625 Penalty: 803.286194 Iteration 28Q: 3 clusters Score -258707 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -258763.140625 Penalty: 803.286194 Iteration 29Q: 3 clusters Score -258763.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -258809.531250 Penalty: 803.286194 Iteration 30Q: 3 clusters Score -258809.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -258835.734375 Penalty: 803.286194 Iteration 31Q: 3 clusters Score -258835.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -258851.890625 Penalty: 803.286194 Iteration 32Q: 3 clusters Score -258851.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -258875.093750 Penalty: 803.286194 Iteration 33Q: 3 clusters Score -258875.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -258888.625000 Penalty: 803.286194 Iteration 34Q: 3 clusters Score -258888.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -258895.984375 Penalty: 803.286194 Iteration 35Q: 3 clusters Score -258896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -258903.296875 Penalty: 803.286194 Iteration 36Q: 3 clusters Score -258903.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -258907.375000 Penalty: 803.286194 Iteration 37Q: 3 clusters Score -258907.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -258910.093750 Penalty: 803.286194 Iteration 38Q: 3 clusters Score -258910.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -258911.703125 Penalty: 803.286194 Iteration 39Q: 3 clusters Score -258911.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -258911.703125 Penalty: 803.286194 Iteration 40F: 3 clusters Score -258911.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -160838.515625 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160838.5 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -161913.781250 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161913.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -162073.875000 Penalty: 759.349976 Iteration 2F: 3 clusters Score -162073.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -162233.937500 Penalty: 759.349976 Iteration 3F: 3 clusters Score -162233.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -162401.125000 Penalty: 759.349976 Iteration 4F: 3 clusters Score -162401.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -162583.109375 Penalty: 759.349976 Iteration 5F: 3 clusters Score -162583.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -162770.171875 Penalty: 759.349976 Iteration 6F: 3 clusters Score -162770.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -162928.921875 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -162928.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -163078.312500 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -163078.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -163181.250000 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -163181.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -163260.390625 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -163260.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -163298.234375 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -163298.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -163316.937500 Penalty: 759.349976 Iteration 12Q: 3 clusters Score -163316.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -163329.921875 Penalty: 759.349976 Iteration 13Q: 3 clusters Score -163329.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -163341.500000 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -163341.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -163355.968750 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -163356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -163363.390625 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -163363.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -163365.531250 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -163365.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -163366.687500 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163366.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -163367.921875 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163367.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -163369.312500 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163369.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -38227.015625 Penalty: 318.804626 Iteration 0F: 2 clusters Score -38227.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -37353.128906 Penalty: 637.609253 Iteration 0F: 3 clusters Score -37353.13 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -37570.808594 Penalty: 637.609253 Iteration 1F: 3 clusters Score -37570.81 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -37625.449219 Penalty: 637.609253 Iteration 2F: 3 clusters Score -37625.45 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -37667.417969 Penalty: 637.609253 Iteration 3F: 3 clusters Score -37667.42 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -37725.601562 Penalty: 637.609253 Iteration 4F: 3 clusters Score -37725.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -37790.992188 Penalty: 637.609253 Iteration 5F: 3 clusters Score -37790.99 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -37852.679688 Penalty: 637.609253 Iteration 6F: 3 clusters Score -37852.68 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -37910.441406 Penalty: 637.609253 Iteration 7F: 3 clusters Score -37910.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -37965.453125 Penalty: 637.609253 Iteration 8F: 3 clusters Score -37965.45 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -38003.324219 Penalty: 637.609253 Iteration 9F: 3 clusters Score -38003.32 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -38016.566406 Penalty: 637.609253 Iteration 10Q: 3 clusters Score -38016.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -38030.773438 Penalty: 637.609253 Iteration 11Q: 3 clusters Score -38030.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -38049.660156 Penalty: 637.609253 Iteration 12Q: 3 clusters Score -38049.66 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -38066.980469 Penalty: 637.609253 Iteration 13Q: 3 clusters Score -38066.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -38082.214844 Penalty: 637.609253 Iteration 14Q: 3 clusters Score -38082.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -38092.636719 Penalty: 637.609253 Iteration 15Q: 3 clusters Score -38092.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -38101.296875 Penalty: 637.609253 Iteration 16Q: 3 clusters Score -38101.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -38107.394531 Penalty: 637.609253 Iteration 17Q: 3 clusters Score -38107.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -38112.429688 Penalty: 637.609253 Iteration 18Q: 3 clusters Score -38112.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -38115.359375 Penalty: 637.609253 Iteration 19Q: 3 clusters Score -38115.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -38117.113281 Penalty: 637.609253 Iteration 20F: 3 clusters Score -38117.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -38117.238281 Penalty: 637.609253 Iteration 21Q: 3 clusters Score -38117.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -38117.238281 Penalty: 637.609253 Iteration 22F: 3 clusters Score -38117.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7583.456543 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7583.457 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7716.242676 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7716.243 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7781.994629 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7781.995 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -7811.996094 Penalty: 511.785614 Iteration 3F: 3 clusters Score -7811.996 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -7819.650391 Penalty: 511.785614 Iteration 4Q: 3 clusters Score -7819.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -7820.707031 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7820.707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7821.281738 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7821.282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -7822.032715 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7822.033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7823.124023 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7823.124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -7824.449219 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -7824.449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7825.576660 Penalty: 511.785614 Iteration 10Q: 3 clusters Score -7825.577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7825.576660 Penalty: 511.785614 Iteration 11F: 3 clusters Score -7825.577 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Entering Unmasked Estep Score: -54029.363281 Penalty: 331.552856 Iteration 0F: 2 clusters Score -54029.36 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 713 members Entering Unmasked Estep Score: -52946.734375 Penalty: 663.105713 Iteration 0F: 3 clusters Score -52946.73 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -53328.582031 Penalty: 663.105713 Iteration 1F: 3 clusters Score -53328.58 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -53394.281250 Penalty: 663.105713 Iteration 2F: 3 clusters Score -53394.28 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -53434.906250 Penalty: 663.105713 Iteration 3Q: 3 clusters Score -53434.91 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -53472.851562 Penalty: 663.105713 Iteration 4Q: 3 clusters Score -53472.85 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -53522.941406 Penalty: 663.105713 Iteration 5Q: 3 clusters Score -53522.94 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -53566.300781 Penalty: 663.105713 Iteration 6Q: 3 clusters Score -53566.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -53592.011719 Penalty: 663.105713 Iteration 7Q: 3 clusters Score -53592.01 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -53610.433594 Penalty: 663.105713 Iteration 8Q: 3 clusters Score -53610.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -53626.878906 Penalty: 663.105713 Iteration 9Q: 3 clusters Score -53626.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -53638.195312 Penalty: 663.105713 Iteration 10Q: 3 clusters Score -53638.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -53642.046875 Penalty: 663.105713 Iteration 11Q: 3 clusters Score -53642.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -53643.976562 Penalty: 663.105713 Iteration 12Q: 3 clusters Score -53643.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -53646.949219 Penalty: 663.105713 Iteration 13Q: 3 clusters Score -53646.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -53648.707031 Penalty: 663.105713 Iteration 14Q: 3 clusters Score -53648.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -53651.910156 Penalty: 663.105713 Iteration 15Q: 3 clusters Score -53651.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -53654.199219 Penalty: 663.105713 Iteration 16Q: 3 clusters Score -53654.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -53657.660156 Penalty: 663.105713 Iteration 17Q: 3 clusters Score -53657.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -53660.304688 Penalty: 663.105713 Iteration 18Q: 3 clusters Score -53660.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -53662.917969 Penalty: 663.105713 Iteration 19Q: 3 clusters Score -53662.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -53669.609375 Penalty: 663.105713 Iteration 20F: 3 clusters Score -53669.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -53680.746094 Penalty: 663.105713 Iteration 21Q: 3 clusters Score -53680.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -53685.253906 Penalty: 663.105713 Iteration 22Q: 3 clusters Score -53685.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -53686.925781 Penalty: 663.105713 Iteration 23Q: 3 clusters Score -53686.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -53687.890625 Penalty: 663.105713 Iteration 24Q: 3 clusters Score -53687.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -53688.730469 Penalty: 663.105713 Iteration 25Q: 3 clusters Score -53688.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -53688.933594 Penalty: 663.105713 Iteration 26Q: 3 clusters Score -53688.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -53689.750000 Penalty: 663.105713 Iteration 27Q: 3 clusters Score -53689.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -53690.300781 Penalty: 663.105713 Iteration 28Q: 3 clusters Score -53690.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -53690.332031 Penalty: 663.105713 Iteration 29Q: 3 clusters Score -53690.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -53690.332031 Penalty: 663.105713 Iteration 30F: 3 clusters Score -53690.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (88 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Entering Unmasked Estep Score: -2325.263916 Penalty: 203.718826 Iteration 0F: 2 clusters Score -2325.264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2155.560059 Penalty: 407.437653 Iteration 0F: 3 clusters Score -2155.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -2192.037598 Penalty: 407.437653 Iteration 1F: 3 clusters Score -2192.038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2217.330811 Penalty: 407.437653 Iteration 2F: 3 clusters Score -2217.331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2227.331787 Penalty: 407.437653 Iteration 3Q: 3 clusters Score -2227.332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2241.445801 Penalty: 407.437653 Iteration 4Q: 3 clusters Score -2241.446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -2248.626465 Penalty: 407.437653 Iteration 5Q: 3 clusters Score -2248.626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2251.656982 Penalty: 407.437653 Iteration 6Q: 3 clusters Score -2251.657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2251.656982 Penalty: 407.437653 Iteration 7F: 3 clusters Score -2251.657 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (26918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26918 members Entering Unmasked Estep Score: -1024328.250000 Penalty: 464.125031 Iteration 0F: 2 clusters Score -1024328 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -1006372.937500 Penalty: 928.250061 Iteration 0F: 3 clusters Score -1006373 nChanged 12927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -1014265.000000 Penalty: 928.250061 Iteration 1F: 3 clusters Score -1014265 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -1015049.562500 Penalty: 928.250061 Iteration 2F: 3 clusters Score -1015050 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14785 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -1016246.250000 Penalty: 928.250061 Iteration 3F: 3 clusters Score -1016246 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1017864.687500 Penalty: 928.250061 Iteration 4F: 3 clusters Score -1017865 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15628 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -1019530.187500 Penalty: 928.250061 Iteration 5F: 3 clusters Score -1019530 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1020831.687500 Penalty: 928.250061 Iteration 6F: 3 clusters Score -1020832 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15998 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -1021530.875000 Penalty: 928.250061 Iteration 7Q: 3 clusters Score -1021531 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16143 members Mstep: Class 2 contains 10775 members Entering Unmasked Estep Score: -1021832.000000 Penalty: 928.250061 Iteration 8Q: 3 clusters Score -1021832 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -1021962.562500 Penalty: 928.250061 Iteration 9Q: 3 clusters Score -1021963 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -1022034.562500 Penalty: 928.250061 Iteration 10Q: 3 clusters Score -1022035 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16478 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1022094.875000 Penalty: 928.250061 Iteration 11Q: 3 clusters Score -1022095 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -1022155.000000 Penalty: 928.250061 Iteration 12Q: 3 clusters Score -1022155 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16752 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -1022208.687500 Penalty: 928.250061 Iteration 13Q: 3 clusters Score -1022209 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -1022244.062500 Penalty: 928.250061 Iteration 14Q: 3 clusters Score -1022244 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17005 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1022372.000000 Penalty: 928.250061 Iteration 19Q: 3 clusters Score -1022372 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -1022400.000000 Penalty: 928.250061 Iteration 20F: 3 clusters Score -1022400 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -1022434.250000 Penalty: 928.250061 Iteration 21Q: 3 clusters Score -1022434 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -1022464.187500 Penalty: 928.250061 Iteration 22Q: 3 clusters Score -1022464 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 8784 members Entering Unmasked Estep Score: -1022484.437500 Penalty: 928.250061 Iteration 23Q: 3 clusters Score -1022484 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18286 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -1022512.250000 Penalty: 928.250061 Iteration 24Q: 3 clusters Score -1022512 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18474 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -1022541.937500 Penalty: 928.250061 Iteration 25Q: 3 clusters Score -1022542 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18646 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -1022565.562500 Penalty: 928.250061 Iteration 26Q: 3 clusters Score -1022566 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18807 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1022590.937500 Penalty: 928.250061 Iteration 27Q: 3 clusters Score -1022591 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18961 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1022610.812500 Penalty: 928.250061 Iteration 28Q: 3 clusters Score -1022611 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19126 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1022630.812500 Penalty: 928.250061 Iteration 29Q: 3 clusters Score -1022631 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19298 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -1022655.437500 Penalty: 928.250061 Iteration 30Q: 3 clusters Score -1022655 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19494 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1022691.312500 Penalty: 928.250061 Iteration 31Q: 3 clusters Score -1022691 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -1022719.437500 Penalty: 928.250061 Iteration 32Q: 3 clusters Score -1022719 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1022757.812500 Penalty: 928.250061 Iteration 33Q: 3 clusters Score -1022758 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20083 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1022788.875000 Penalty: 928.250061 Iteration 34Q: 3 clusters Score -1022789 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20273 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -1022816.250000 Penalty: 928.250061 Iteration 35Q: 3 clusters Score -1022816 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20440 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1022841.812500 Penalty: 928.250061 Iteration 36Q: 3 clusters Score -1022842 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20626 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1022877.062500 Penalty: 928.250061 Iteration 37Q: 3 clusters Score -1022877 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20810 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1022904.812500 Penalty: 928.250061 Iteration 38Q: 3 clusters Score -1022905 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1022937.875000 Penalty: 928.250061 Iteration 39Q: 3 clusters Score -1022938 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21164 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1022962.437500 Penalty: 928.250061 Iteration 40F: 3 clusters Score -1022962 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21350 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1022997.375000 Penalty: 928.250061 Iteration 41Q: 3 clusters Score -1022997 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21537 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1023027.437500 Penalty: 928.250061 Iteration 42Q: 3 clusters Score -1023027 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1023062.062500 Penalty: 928.250061 Iteration 43Q: 3 clusters Score -1023062 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1023101.000000 Penalty: 928.250061 Iteration 44Q: 3 clusters Score -1023101 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1023134.125000 Penalty: 928.250061 Iteration 45Q: 3 clusters Score -1023134 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1023164.750000 Penalty: 928.250061 Iteration 46Q: 3 clusters Score -1023165 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22445 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1023202.125000 Penalty: 928.250061 Iteration 47Q: 3 clusters Score -1023202 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1023232.375000 Penalty: 928.250061 Iteration 48Q: 3 clusters Score -1023232 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22786 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1023263.125000 Penalty: 928.250061 Iteration 49Q: 3 clusters Score -1023263 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1023303.937500 Penalty: 928.250061 Iteration 50Q: 3 clusters Score -1023304 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23156 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1023345.937500 Penalty: 928.250061 Iteration 51Q: 3 clusters Score -1023346 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1023384.687500 Penalty: 928.250061 Iteration 52Q: 3 clusters Score -1023385 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23501 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1023413.562500 Penalty: 928.250061 Iteration 53Q: 3 clusters Score -1023414 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -1023442.312500 Penalty: 928.250061 Iteration 54Q: 3 clusters Score -1023442 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23783 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -1023472.000000 Penalty: 928.250061 Iteration 55Q: 3 clusters Score -1023472 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23913 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1023497.375000 Penalty: 928.250061 Iteration 56Q: 3 clusters Score -1023497 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24033 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1023520.250000 Penalty: 928.250061 Iteration 57Q: 3 clusters Score -1023520 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24151 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1023545.812500 Penalty: 928.250061 Iteration 58Q: 3 clusters Score -1023546 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1023565.125000 Penalty: 928.250061 Iteration 59Q: 3 clusters Score -1023565 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24362 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1023589.125000 Penalty: 928.250061 Iteration 60F: 3 clusters Score -1023589 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24464 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1023608.625000 Penalty: 928.250061 Iteration 61Q: 3 clusters Score -1023609 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24550 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1023623.187500 Penalty: 928.250061 Iteration 62Q: 3 clusters Score -1023623 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24633 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1023633.937500 Penalty: 928.250061 Iteration 63Q: 3 clusters Score -1023634 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24711 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -1023652.000000 Penalty: 928.250061 Iteration 64Q: 3 clusters Score -1023652 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24792 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1023670.187500 Penalty: 928.250061 Iteration 65Q: 3 clusters Score -1023670 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24887 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1023686.312500 Penalty: 928.250061 Iteration 66Q: 3 clusters Score -1023686 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24971 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1023702.812500 Penalty: 928.250061 Iteration 67Q: 3 clusters Score -1023703 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25049 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1023717.875000 Penalty: 928.250061 Iteration 68Q: 3 clusters Score -1023718 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25127 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1023730.500000 Penalty: 928.250061 Iteration 69Q: 3 clusters Score -1023730 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25200 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -1023827.625000 Penalty: 928.250061 Iteration 78Q: 3 clusters Score -1023828 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25660 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1023831.562500 Penalty: 928.250061 Iteration 79Q: 3 clusters Score -1023832 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1023833.875000 Penalty: 928.250061 Iteration 80F: 3 clusters Score -1023834 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25702 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1023835.625000 Penalty: 928.250061 Iteration 81Q: 3 clusters Score -1023836 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25719 members Mstep: Class 2 contains 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contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1023871.562500 Penalty: 928.250061 Iteration 110Q: 3 clusters Score -1023872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1023871.437500 Penalty: 928.250061 Iteration 111Q: 3 clusters Score -1023871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26003 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1023872.062500 Penalty: 928.250061 Iteration 112Q: 3 clusters Score -1023872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26008 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1023872.375000 Penalty: 928.250061 Iteration 113Q: 3 clusters Score -1023872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26011 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1023873.625000 Penalty: 928.250061 Iteration 114Q: 3 clusters Score -1023874 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26016 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1023874.375000 Penalty: 928.250061 Iteration 115Q: 3 clusters Score -1023874 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26019 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1023873.562500 Penalty: 928.250061 Iteration 116Q: 3 clusters Score -1023874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26022 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1023873.687500 Penalty: 928.250061 Iteration 117Q: 3 clusters Score -1023874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26024 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -1023873.625000 Penalty: 928.250061 Iteration 118Q: 3 clusters Score -1023874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1023872.750000 Penalty: 928.250061 Iteration 119Q: 3 clusters Score -1023873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26028 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1023873.937500 Penalty: 928.250061 Iteration 120F: 3 clusters Score -1023874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26031 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1023873.062500 Penalty: 928.250061 Iteration 121Q: 3 clusters Score -1023873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26033 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1023873.062500 Penalty: 928.250061 Iteration 122Q: 3 clusters Score -1023873 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26034 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1023873.625000 Penalty: 928.250061 Iteration 123Q: 3 clusters Score -1023874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26036 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1023873.625000 Penalty: 928.250061 Iteration 124Q: 3 clusters Score -1023874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26038 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1023874.500000 Penalty: 928.250061 Iteration 125Q: 3 clusters Score -1023874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26041 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1023873.687500 Penalty: 928.250061 Iteration 126Q: 3 clusters Score -1023874 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26046 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1023873.625000 Penalty: 928.250061 Iteration 127Q: 3 clusters Score -1023874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26050 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1023874.437500 Penalty: 928.250061 Iteration 128Q: 3 clusters Score -1023874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26056 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1023877.000000 Penalty: 928.250061 Iteration 129Q: 3 clusters Score -1023877 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26061 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1023877.687500 Penalty: 928.250061 Iteration 130Q: 3 clusters Score -1023878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26063 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1023878.812500 Penalty: 928.250061 Iteration 131Q: 3 clusters Score -1023879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26066 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1023879.750000 Penalty: 928.250061 Iteration 132Q: 3 clusters Score -1023880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26073 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1023879.625000 Penalty: 928.250061 Iteration 133Q: 3 clusters Score -1023880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26079 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1023880.625000 Penalty: 928.250061 Iteration 134Q: 3 clusters Score -1023881 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26084 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1023881.312500 Penalty: 928.250061 Iteration 135Q: 3 clusters Score -1023881 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26086 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1023882.000000 Penalty: 928.250061 Iteration 136Q: 3 clusters Score -1023882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1023881.250000 Penalty: 928.250061 Iteration 137Q: 3 clusters Score -1023881 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1023881.250000 Penalty: 928.250061 Iteration 138F: 3 clusters Score -1023881 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Entering Unmasked Estep Score: -211428.671875 Penalty: 389.456635 Iteration 0F: 2 clusters Score -211428.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -207873.156250 Penalty: 778.913269 Iteration 0F: 3 clusters Score -207873.2 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -209348.578125 Penalty: 778.913269 Iteration 1F: 3 clusters Score -209348.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -209571.125000 Penalty: 778.913269 Iteration 2F: 3 clusters Score -209571.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -209829.750000 Penalty: 778.913269 Iteration 3F: 3 clusters Score -209829.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -210084.812500 Penalty: 778.913269 Iteration 4F: 3 clusters Score -210084.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -210272.406250 Penalty: 778.913269 Iteration 5F: 3 clusters Score -210272.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -210410.109375 Penalty: 778.913269 Iteration 6Q: 3 clusters Score -210410.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -210510.500000 Penalty: 778.913269 Iteration 7Q: 3 clusters Score -210510.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -210575.046875 Penalty: 778.913269 Iteration 8Q: 3 clusters Score -210575 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -210609.546875 Penalty: 778.913269 Iteration 9Q: 3 clusters Score -210609.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -210624.093750 Penalty: 778.913269 Iteration 10Q: 3 clusters Score -210624.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -210633.015625 Penalty: 778.913269 Iteration 11Q: 3 clusters Score -210633 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -210641.500000 Penalty: 778.913269 Iteration 12Q: 3 clusters Score -210641.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -210649.515625 Penalty: 778.913269 Iteration 13Q: 3 clusters Score -210649.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -210656.406250 Penalty: 778.913269 Iteration 14Q: 3 clusters Score -210656.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -210659.468750 Penalty: 778.913269 Iteration 15Q: 3 clusters Score -210659.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -210661.937500 Penalty: 778.913269 Iteration 16Q: 3 clusters Score -210661.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -210663.828125 Penalty: 778.913269 Iteration 17Q: 3 clusters Score -210663.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -210665.015625 Penalty: 778.913269 Iteration 18Q: 3 clusters Score -210665 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -210666.890625 Penalty: 778.913269 Iteration 19Q: 3 clusters Score -210666.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -210668.593750 Penalty: 778.913269 Iteration 20F: 3 clusters Score -210668.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -210669.437500 Penalty: 778.913269 Iteration 21Q: 3 clusters Score -210669.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -210670.343750 Penalty: 778.913269 Iteration 22Q: 3 clusters Score -210670.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -210670.750000 Penalty: 778.913269 Iteration 23Q: 3 clusters Score -210670.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -210671.765625 Penalty: 778.913269 Iteration 24Q: 3 clusters Score -210671.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -210672.562500 Penalty: 778.913269 Iteration 25Q: 3 clusters Score -210672.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -210672.906250 Penalty: 778.913269 Iteration 26Q: 3 clusters Score -210672.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -210674.140625 Penalty: 778.913269 Iteration 27Q: 3 clusters Score -210674.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -210674.187500 Penalty: 778.913269 Iteration 28Q: 3 clusters Score -210674.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -210674.171875 Penalty: 778.913269 Iteration 29Q: 3 clusters Score -210674.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -210674.718750 Penalty: 778.913269 Iteration 30Q: 3 clusters Score -210674.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -210674.562500 Penalty: 778.913269 Iteration 31Q: 3 clusters Score -210674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -210674.484375 Penalty: 778.913269 Iteration 32Q: 3 clusters Score -210674.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -210674.484375 Penalty: 778.913269 Iteration 33F: 3 clusters Score -210674.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (18106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18106 members Entering Unmasked Estep Score: -689590.625000 Penalty: 446.081940 Iteration 0F: 2 clusters Score -689590.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -677540.625000 Penalty: 892.163879 Iteration 0F: 3 clusters Score -677540.6 nChanged 8590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -682508.812500 Penalty: 892.163879 Iteration 1F: 3 clusters Score -682508.8 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -682903.000000 Penalty: 892.163879 Iteration 2F: 3 clusters Score -682903 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -683434.937500 Penalty: 892.163879 Iteration 3F: 3 clusters Score -683434.9 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -684191.312500 Penalty: 892.163879 Iteration 4F: 3 clusters Score -684191.3 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -685194.937500 Penalty: 892.163879 Iteration 5F: 3 clusters Score -685194.9 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -686314.625000 Penalty: 892.163879 Iteration 6F: 3 clusters Score -686314.6 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -687382.187500 Penalty: 892.163879 Iteration 7F: 3 clusters Score -687382.2 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 15535 members Entering Unmasked Estep Score: -688072.125000 Penalty: 892.163879 Iteration 8Q: 3 clusters Score -688072.1 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 15864 members Entering Unmasked Estep Score: -688410.562500 Penalty: 892.163879 Iteration 9Q: 3 clusters Score -688410.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 16104 members Entering Unmasked Estep Score: -688577.250000 Penalty: 892.163879 Iteration 10Q: 3 clusters Score -688577.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 16285 members Entering Unmasked Estep Score: -688680.562500 Penalty: 892.163879 Iteration 11Q: 3 clusters Score -688680.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 16438 members Entering Unmasked Estep Score: -688759.000000 Penalty: 892.163879 Iteration 12Q: 3 clusters Score -688759 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -688815.125000 Penalty: 892.163879 Iteration 13Q: 3 clusters Score -688815.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -688856.250000 Penalty: 892.163879 Iteration 14Q: 3 clusters Score -688856.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -688893.312500 Penalty: 892.163879 Iteration 15Q: 3 clusters Score -688893.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -688933.500000 Penalty: 892.163879 Iteration 16Q: 3 clusters Score -688933.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -688966.875000 Penalty: 892.163879 Iteration 17Q: 3 clusters Score -688966.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -688997.875000 Penalty: 892.163879 Iteration 18Q: 3 clusters Score -688997.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 17128 members Entering Unmasked Estep Score: -689029.062500 Penalty: 892.163879 Iteration 19Q: 3 clusters Score -689029.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -689058.625000 Penalty: 892.163879 Iteration 20F: 3 clusters Score -689058.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 17267 members Entering Unmasked Estep Score: -689080.625000 Penalty: 892.163879 Iteration 21Q: 3 clusters Score -689080.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 17330 members Entering Unmasked Estep Score: -689107.000000 Penalty: 892.163879 Iteration 22Q: 3 clusters Score -689107 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 17384 members Entering Unmasked Estep Score: -689127.937500 Penalty: 892.163879 Iteration 23Q: 3 clusters Score -689127.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -689143.562500 Penalty: 892.163879 Iteration 24Q: 3 clusters Score -689143.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 17471 members Entering Unmasked Estep Score: -689164.125000 Penalty: 892.163879 Iteration 25Q: 3 clusters Score -689164.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -689180.312500 Penalty: 892.163879 Iteration 26Q: 3 clusters Score -689180.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 17530 members Entering Unmasked Estep Score: -689193.812500 Penalty: 892.163879 Iteration 27Q: 3 clusters Score -689193.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -689203.500000 Penalty: 892.163879 Iteration 28Q: 3 clusters Score -689203.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -689208.875000 Penalty: 892.163879 Iteration 29Q: 3 clusters Score -689208.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -689210.812500 Penalty: 892.163879 Iteration 30Q: 3 clusters Score -689210.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 17608 members Entering Unmasked Estep Score: -689214.687500 Penalty: 892.163879 Iteration 31Q: 3 clusters Score -689214.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 17619 members Entering Unmasked Estep Score: -689220.250000 Penalty: 892.163879 Iteration 32Q: 3 clusters Score -689220.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -689222.375000 Penalty: 892.163879 Iteration 33Q: 3 clusters Score -689222.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 17639 members Entering Unmasked Estep Score: -689224.750000 Penalty: 892.163879 Iteration 34Q: 3 clusters Score -689224.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 17646 members Entering Unmasked Estep Score: -689225.687500 Penalty: 892.163879 Iteration 35Q: 3 clusters Score -689225.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 17652 members Entering Unmasked Estep Score: -689226.312500 Penalty: 892.163879 Iteration 36Q: 3 clusters Score -689226.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -689227.937500 Penalty: 892.163879 Iteration 37Q: 3 clusters Score -689227.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -689230.000000 Penalty: 892.163879 Iteration 38Q: 3 clusters Score -689230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 17662 members Entering Unmasked Estep Score: -689232.000000 Penalty: 892.163879 Iteration 39Q: 3 clusters Score -689232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -689233.125000 Penalty: 892.163879 Iteration 40F: 3 clusters Score -689233.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -689232.625000 Penalty: 892.163879 Iteration 41Q: 3 clusters Score -689232.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -689232.625000 Penalty: 892.163879 Iteration 42F: 3 clusters Score -689232.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -16426.445312 Penalty: 274.723114 Iteration 0F: 2 clusters Score -16426.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15973.418945 Penalty: 549.446228 Iteration 0F: 3 clusters Score -15973.42 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16078.558594 Penalty: 549.446228 Iteration 1F: 3 clusters Score -16078.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16103.130859 Penalty: 549.446228 Iteration 2F: 3 clusters Score -16103.13 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -16114.062500 Penalty: 549.446228 Iteration 3Q: 3 clusters Score -16114.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16126.975586 Penalty: 549.446228 Iteration 4Q: 3 clusters Score -16126.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -16143.944336 Penalty: 549.446228 Iteration 5F: 3 clusters Score -16143.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -16154.330078 Penalty: 549.446228 Iteration 6Q: 3 clusters Score -16154.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -16166.641602 Penalty: 549.446228 Iteration 7Q: 3 clusters Score -16166.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -16178.142578 Penalty: 549.446228 Iteration 8Q: 3 clusters Score -16178.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -16188.635742 Penalty: 549.446228 Iteration 9Q: 3 clusters Score -16188.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -16199.000000 Penalty: 549.446228 Iteration 10Q: 3 clusters Score -16199 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -16201.986328 Penalty: 549.446228 Iteration 11Q: 3 clusters Score -16201.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -16201.986328 Penalty: 549.446228 Iteration 12F: 3 clusters Score -16201.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Entering Unmasked Estep Score: -42027.023438 Penalty: 318.598083 Iteration 0F: 2 clusters Score -42027.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -41151.207031 Penalty: 637.196167 Iteration 0F: 3 clusters Score -41151.21 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -41376.515625 Penalty: 637.196167 Iteration 1F: 3 clusters Score -41376.52 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -41436.792969 Penalty: 637.196167 Iteration 2F: 3 clusters Score -41436.79 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -41484.281250 Penalty: 637.196167 Iteration 3F: 3 clusters Score -41484.28 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -41515.746094 Penalty: 637.196167 Iteration 4Q: 3 clusters Score -41515.75 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -41533.230469 Penalty: 637.196167 Iteration 5Q: 3 clusters Score -41533.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -41550.546875 Penalty: 637.196167 Iteration 6Q: 3 clusters Score -41550.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -41572.136719 Penalty: 637.196167 Iteration 7Q: 3 clusters Score -41572.14 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -41588.910156 Penalty: 637.196167 Iteration 8Q: 3 clusters Score -41588.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -41602.621094 Penalty: 637.196167 Iteration 9Q: 3 clusters Score -41602.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -41613.308594 Penalty: 637.196167 Iteration 10Q: 3 clusters Score -41613.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -41619.066406 Penalty: 637.196167 Iteration 11Q: 3 clusters Score -41619.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -41622.906250 Penalty: 637.196167 Iteration 12Q: 3 clusters Score -41622.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -41627.066406 Penalty: 637.196167 Iteration 13Q: 3 clusters Score -41627.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -41631.507812 Penalty: 637.196167 Iteration 14Q: 3 clusters Score -41631.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -41635.941406 Penalty: 637.196167 Iteration 15Q: 3 clusters Score -41635.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -41639.394531 Penalty: 637.196167 Iteration 16Q: 3 clusters Score -41639.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -41642.531250 Penalty: 637.196167 Iteration 17Q: 3 clusters Score -41642.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -41645.601562 Penalty: 637.196167 Iteration 18Q: 3 clusters Score -41645.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -41649.421875 Penalty: 637.196167 Iteration 19Q: 3 clusters Score -41649.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -41653.296875 Penalty: 637.196167 Iteration 20F: 3 clusters Score -41653.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -41658.796875 Penalty: 637.196167 Iteration 21Q: 3 clusters Score -41658.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -41661.257812 Penalty: 637.196167 Iteration 22Q: 3 clusters Score -41661.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -41663.160156 Penalty: 637.196167 Iteration 23Q: 3 clusters Score -41663.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -41664.957031 Penalty: 637.196167 Iteration 24Q: 3 clusters Score -41664.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -41666.687500 Penalty: 637.196167 Iteration 25Q: 3 clusters Score -41666.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -41670.156250 Penalty: 637.196167 Iteration 26Q: 3 clusters Score -41670.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -41673.316406 Penalty: 637.196167 Iteration 27Q: 3 clusters Score -41673.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -41675.406250 Penalty: 637.196167 Iteration 28Q: 3 clusters Score -41675.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -41676.132812 Penalty: 637.196167 Iteration 29Q: 3 clusters Score -41676.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -41676.605469 Penalty: 637.196167 Iteration 30Q: 3 clusters Score -41676.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -41676.605469 Penalty: 637.196167 Iteration 31F: 3 clusters Score -41676.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Entering Unmasked Estep Score: -27856.720703 Penalty: 306.423920 Iteration 0F: 2 clusters Score -27856.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -27176.656250 Penalty: 612.847839 Iteration 0F: 3 clusters Score -27176.66 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -27384.074219 Penalty: 612.847839 Iteration 1F: 3 clusters Score -27384.07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -27446.521484 Penalty: 612.847839 Iteration 2F: 3 clusters Score -27446.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -27490.888672 Penalty: 612.847839 Iteration 3F: 3 clusters Score -27490.89 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -27520.666016 Penalty: 612.847839 Iteration 4F: 3 clusters Score -27520.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -27543.000000 Penalty: 612.847839 Iteration 5Q: 3 clusters Score -27543 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -27555.958984 Penalty: 612.847839 Iteration 6Q: 3 clusters Score -27555.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -27564.462891 Penalty: 612.847839 Iteration 7Q: 3 clusters Score -27564.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -27572.927734 Penalty: 612.847839 Iteration 8Q: 3 clusters Score -27572.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -27575.349609 Penalty: 612.847839 Iteration 9Q: 3 clusters Score -27575.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -27576.839844 Penalty: 612.847839 Iteration 10Q: 3 clusters Score -27576.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -27577.935547 Penalty: 612.847839 Iteration 11Q: 3 clusters Score -27577.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -27578.593750 Penalty: 612.847839 Iteration 12Q: 3 clusters Score -27578.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -27578.710938 Penalty: 612.847839 Iteration 13Q: 3 clusters Score -27578.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -27579.183594 Penalty: 612.847839 Iteration 14Q: 3 clusters Score -27579.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -27579.847656 Penalty: 612.847839 Iteration 15Q: 3 clusters Score -27579.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -27580.033203 Penalty: 612.847839 Iteration 16Q: 3 clusters Score -27580.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -27580.216797 Penalty: 612.847839 Iteration 17Q: 3 clusters Score -27580.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -27580.216797 Penalty: 612.847839 Iteration 18F: 3 clusters Score -27580.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -5681.299316 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5681.299 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5733.204590 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5733.205 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5754.540527 Penalty: 472.559082 Iteration 2F: 3 clusters Score -5754.541 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5769.513184 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5769.513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -5775.916504 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5775.917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -5775.916504 Penalty: 472.559082 Iteration 5F: 3 clusters Score -5775.917 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (2785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Entering Unmasked Estep Score: -115610.265625 Penalty: 360.906128 Iteration 0F: 2 clusters Score -115610.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -113648.585938 Penalty: 721.812256 Iteration 0F: 3 clusters Score -113648.6 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -114292.687500 Penalty: 721.812256 Iteration 1F: 3 clusters Score -114292.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -114417.054688 Penalty: 721.812256 Iteration 2F: 3 clusters Score -114417.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -114521.937500 Penalty: 721.812256 Iteration 3F: 3 clusters Score -114521.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -114608.554688 Penalty: 721.812256 Iteration 4Q: 3 clusters Score -114608.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -114735.468750 Penalty: 721.812256 Iteration 5F: 3 clusters Score -114735.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -114857.343750 Penalty: 721.812256 Iteration 6F: 3 clusters Score -114857.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -114962.156250 Penalty: 721.812256 Iteration 7Q: 3 clusters Score -114962.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -115030.312500 Penalty: 721.812256 Iteration 8Q: 3 clusters Score -115030.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -115078.843750 Penalty: 721.812256 Iteration 9Q: 3 clusters Score -115078.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -115120.765625 Penalty: 721.812256 Iteration 10Q: 3 clusters Score -115120.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -115148.679688 Penalty: 721.812256 Iteration 11Q: 3 clusters Score -115148.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -115172.937500 Penalty: 721.812256 Iteration 12Q: 3 clusters Score -115172.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -115190.039062 Penalty: 721.812256 Iteration 13Q: 3 clusters Score -115190 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -115207.429688 Penalty: 721.812256 Iteration 14Q: 3 clusters Score -115207.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -115226.234375 Penalty: 721.812256 Iteration 15Q: 3 clusters Score -115226.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -115236.867188 Penalty: 721.812256 Iteration 16Q: 3 clusters Score -115236.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -115248.125000 Penalty: 721.812256 Iteration 17Q: 3 clusters Score -115248.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -115251.929688 Penalty: 721.812256 Iteration 18Q: 3 clusters Score -115251.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -115255.257812 Penalty: 721.812256 Iteration 19Q: 3 clusters Score -115255.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -115257.203125 Penalty: 721.812256 Iteration 20F: 3 clusters Score -115257.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -115259.609375 Penalty: 721.812256 Iteration 21Q: 3 clusters Score -115259.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -115261.453125 Penalty: 721.812256 Iteration 22Q: 3 clusters Score -115261.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -115265.179688 Penalty: 721.812256 Iteration 23Q: 3 clusters Score -115265.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -115268.406250 Penalty: 721.812256 Iteration 24Q: 3 clusters Score -115268.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -115271.601562 Penalty: 721.812256 Iteration 25Q: 3 clusters Score -115271.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -115272.890625 Penalty: 721.812256 Iteration 26Q: 3 clusters Score -115272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -115273.093750 Penalty: 721.812256 Iteration 27Q: 3 clusters Score -115273.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -115273.453125 Penalty: 721.812256 Iteration 28Q: 3 clusters Score -115273.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -115273.539062 Penalty: 721.812256 Iteration 29Q: 3 clusters Score -115273.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -115274.640625 Penalty: 721.812256 Iteration 30Q: 3 clusters Score -115274.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -115275.250000 Penalty: 721.812256 Iteration 31Q: 3 clusters Score -115275.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -115275.921875 Penalty: 721.812256 Iteration 32Q: 3 clusters Score -115275.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -115276.820312 Penalty: 721.812256 Iteration 33Q: 3 clusters Score -115276.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -115276.820312 Penalty: 721.812256 Iteration 34F: 3 clusters Score -115276.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Entering Unmasked Estep Score: -284198.750000 Penalty: 403.774658 Iteration 0F: 2 clusters Score -284198.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -279487.125000 Penalty: 807.549316 Iteration 0F: 3 clusters Score -279487.1 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -281446.875000 Penalty: 807.549316 Iteration 1F: 3 clusters Score -281446.9 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -281742.125000 Penalty: 807.549316 Iteration 2F: 3 clusters Score -281742.1 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -282037.031250 Penalty: 807.549316 Iteration 3F: 3 clusters Score -282037 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -282298.906250 Penalty: 807.549316 Iteration 4F: 3 clusters Score -282298.9 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -282541.718750 Penalty: 807.549316 Iteration 5F: 3 clusters Score -282541.7 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -282738.250000 Penalty: 807.549316 Iteration 6Q: 3 clusters Score -282738.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -282938.156250 Penalty: 807.549316 Iteration 7Q: 3 clusters Score -282938.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -283133.812500 Penalty: 807.549316 Iteration 8Q: 3 clusters Score -283133.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -283299.031250 Penalty: 807.549316 Iteration 9Q: 3 clusters Score -283299 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -283413.968750 Penalty: 807.549316 Iteration 10Q: 3 clusters Score -283414 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -283491.125000 Penalty: 807.549316 Iteration 11Q: 3 clusters Score -283491.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -283541.906250 Penalty: 807.549316 Iteration 12Q: 3 clusters Score -283541.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -283585.250000 Penalty: 807.549316 Iteration 13Q: 3 clusters Score -283585.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -283619.843750 Penalty: 807.549316 Iteration 14Q: 3 clusters Score -283619.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -283649.625000 Penalty: 807.549316 Iteration 15Q: 3 clusters Score -283649.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -283676.718750 Penalty: 807.549316 Iteration 16Q: 3 clusters Score -283676.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -283693.843750 Penalty: 807.549316 Iteration 17Q: 3 clusters Score -283693.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -283705.312500 Penalty: 807.549316 Iteration 18Q: 3 clusters Score -283705.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -283720.406250 Penalty: 807.549316 Iteration 19Q: 3 clusters Score -283720.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -283740.500000 Penalty: 807.549316 Iteration 20F: 3 clusters Score -283740.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -283757.843750 Penalty: 807.549316 Iteration 21Q: 3 clusters Score -283757.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -283773.093750 Penalty: 807.549316 Iteration 22Q: 3 clusters Score -283773.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -283780.875000 Penalty: 807.549316 Iteration 23Q: 3 clusters Score -283780.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -283790.531250 Penalty: 807.549316 Iteration 24Q: 3 clusters Score -283790.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -283800.968750 Penalty: 807.549316 Iteration 25Q: 3 clusters Score -283801 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -283805.875000 Penalty: 807.549316 Iteration 26Q: 3 clusters Score -283805.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -283807.093750 Penalty: 807.549316 Iteration 27Q: 3 clusters Score -283807.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -283813.531250 Penalty: 807.549316 Iteration 28Q: 3 clusters Score -283813.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -283819.750000 Penalty: 807.549316 Iteration 29Q: 3 clusters Score -283819.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -283822.968750 Penalty: 807.549316 Iteration 30Q: 3 clusters Score -283823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -283827.281250 Penalty: 807.549316 Iteration 31Q: 3 clusters Score -283827.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -283831.218750 Penalty: 807.549316 Iteration 32Q: 3 clusters Score -283831.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -283835.562500 Penalty: 807.549316 Iteration 33Q: 3 clusters Score -283835.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -283839.937500 Penalty: 807.549316 Iteration 34Q: 3 clusters Score -283839.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -283842.468750 Penalty: 807.549316 Iteration 35Q: 3 clusters Score -283842.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -283843.406250 Penalty: 807.549316 Iteration 36Q: 3 clusters Score -283843.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -283844.250000 Penalty: 807.549316 Iteration 37Q: 3 clusters Score -283844.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -283845.031250 Penalty: 807.549316 Iteration 38Q: 3 clusters Score -283845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -283846.375000 Penalty: 807.549316 Iteration 39Q: 3 clusters Score -283846.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -283846.375000 Penalty: 807.549316 Iteration 40F: 3 clusters Score -283846.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Entering Unmasked Estep Score: -51923.902344 Penalty: 332.993561 Iteration 0F: 2 clusters Score -51923.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -50801.289062 Penalty: 665.987122 Iteration 0F: 3 clusters Score -50801.29 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -51263.070312 Penalty: 665.987122 Iteration 1F: 3 clusters Score -51263.07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -51488.468750 Penalty: 665.987122 Iteration 2F: 3 clusters Score -51488.47 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -51645.285156 Penalty: 665.987122 Iteration 3F: 3 clusters Score -51645.29 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -51743.773438 Penalty: 665.987122 Iteration 4F: 3 clusters Score -51743.77 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -51785.203125 Penalty: 665.987122 Iteration 5Q: 3 clusters Score -51785.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -51805.140625 Penalty: 665.987122 Iteration 6Q: 3 clusters Score -51805.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -51812.921875 Penalty: 665.987122 Iteration 7Q: 3 clusters Score -51812.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -51815.140625 Penalty: 665.987122 Iteration 8Q: 3 clusters Score -51815.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -51816.785156 Penalty: 665.987122 Iteration 9Q: 3 clusters Score -51816.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -51817.859375 Penalty: 665.987122 Iteration 10Q: 3 clusters Score -51817.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -51819.324219 Penalty: 665.987122 Iteration 11Q: 3 clusters Score -51819.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -51821.832031 Penalty: 665.987122 Iteration 12Q: 3 clusters Score -51821.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -51823.597656 Penalty: 665.987122 Iteration 13Q: 3 clusters Score -51823.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -51823.910156 Penalty: 665.987122 Iteration 14Q: 3 clusters Score -51823.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -51824.187500 Penalty: 665.987122 Iteration 15Q: 3 clusters Score -51824.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -51825.632812 Penalty: 665.987122 Iteration 16Q: 3 clusters Score -51825.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -51827.035156 Penalty: 665.987122 Iteration 17Q: 3 clusters Score -51827.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -51828.738281 Penalty: 665.987122 Iteration 18Q: 3 clusters Score -51828.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -51829.894531 Penalty: 665.987122 Iteration 19Q: 3 clusters Score -51829.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -51830.757812 Penalty: 665.987122 Iteration 20F: 3 clusters Score -51830.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -51831.386719 Penalty: 665.987122 Iteration 21Q: 3 clusters Score -51831.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -51832.089844 Penalty: 665.987122 Iteration 22Q: 3 clusters Score -51832.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -51834.789062 Penalty: 665.987122 Iteration 23Q: 3 clusters Score -51834.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51836.468750 Penalty: 665.987122 Iteration 24Q: 3 clusters Score -51836.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51838.175781 Penalty: 665.987122 Iteration 25Q: 3 clusters Score -51838.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -51839.011719 Penalty: 665.987122 Iteration 26Q: 3 clusters Score -51839.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -51840.164062 Penalty: 665.987122 Iteration 27Q: 3 clusters Score -51840.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -51841.351562 Penalty: 665.987122 Iteration 28Q: 3 clusters Score -51841.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51843.781250 Penalty: 665.987122 Iteration 29Q: 3 clusters Score -51843.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -51844.710938 Penalty: 665.987122 Iteration 30Q: 3 clusters Score -51844.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51845.449219 Penalty: 665.987122 Iteration 31Q: 3 clusters Score -51845.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51845.882812 Penalty: 665.987122 Iteration 32Q: 3 clusters Score -51845.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51845.882812 Penalty: 665.987122 Iteration 33F: 3 clusters Score -51845.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Entering Unmasked Estep Score: -29202.464844 Penalty: 302.763947 Iteration 0F: 2 clusters Score -29202.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28548.453125 Penalty: 605.527893 Iteration 0F: 3 clusters Score -28548.45 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28753.775391 Penalty: 605.527893 Iteration 1F: 3 clusters Score -28753.78 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -28810.542969 Penalty: 605.527893 Iteration 2F: 3 clusters Score -28810.54 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -28854.021484 Penalty: 605.527893 Iteration 3F: 3 clusters Score -28854.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -28881.574219 Penalty: 605.527893 Iteration 4F: 3 clusters Score -28881.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -28900.625000 Penalty: 605.527893 Iteration 5Q: 3 clusters Score -28900.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -28923.720703 Penalty: 605.527893 Iteration 6Q: 3 clusters Score -28923.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -28934.675781 Penalty: 605.527893 Iteration 7Q: 3 clusters Score -28934.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -28946.732422 Penalty: 605.527893 Iteration 8Q: 3 clusters Score -28946.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -28958.609375 Penalty: 605.527893 Iteration 9Q: 3 clusters Score -28958.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -28966.607422 Penalty: 605.527893 Iteration 10Q: 3 clusters Score -28966.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -28970.632812 Penalty: 605.527893 Iteration 11Q: 3 clusters Score -28970.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -28976.955078 Penalty: 605.527893 Iteration 12Q: 3 clusters Score -28976.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -28980.882812 Penalty: 605.527893 Iteration 13Q: 3 clusters Score -28980.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -28982.134766 Penalty: 605.527893 Iteration 14Q: 3 clusters Score -28982.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -28983.425781 Penalty: 605.527893 Iteration 15Q: 3 clusters Score -28983.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -28983.753906 Penalty: 605.527893 Iteration 16Q: 3 clusters Score -28983.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -28984.091797 Penalty: 605.527893 Iteration 17Q: 3 clusters Score -28984.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -28984.447266 Penalty: 605.527893 Iteration 18Q: 3 clusters Score -28984.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -28984.580078 Penalty: 605.527893 Iteration 19Q: 3 clusters Score -28984.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -28984.580078 Penalty: 605.527893 Iteration 20F: 3 clusters Score -28984.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (33376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Entering Unmasked Estep Score: -1315389.875000 Penalty: 473.909454 Iteration 0F: 2 clusters Score -1315390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Mstep: Class 2 contains 16740 members Entering Unmasked Estep Score: -1293191.125000 Penalty: 947.818909 Iteration 0F: 3 clusters Score -1293191 nChanged 15998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -1303249.250000 Penalty: 947.818909 Iteration 1F: 3 clusters Score -1303249 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 18752 members Entering Unmasked Estep Score: -1304428.375000 Penalty: 947.818909 Iteration 2F: 3 clusters Score -1304428 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 19924 members Entering Unmasked Estep Score: -1305873.250000 Penalty: 947.818909 Iteration 3F: 3 clusters Score -1305873 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 21258 members Entering Unmasked Estep Score: -1307462.625000 Penalty: 947.818909 Iteration 4F: 3 clusters Score -1307463 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 22529 members Entering Unmasked Estep Score: -1308965.250000 Penalty: 947.818909 Iteration 5F: 3 clusters Score -1308965 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 23552 members Entering Unmasked Estep Score: -1310208.250000 Penalty: 947.818909 Iteration 6F: 3 clusters Score -1310208 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1311014.250000 Penalty: 947.818909 Iteration 7Q: 3 clusters Score -1311014 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -1311566.250000 Penalty: 947.818909 Iteration 8Q: 3 clusters Score -1311566 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 25785 members Entering Unmasked Estep Score: -1311939.125000 Penalty: 947.818909 Iteration 9Q: 3 clusters Score -1311939 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -1312263.250000 Penalty: 947.818909 Iteration 10Q: 3 clusters Score -1312263 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 27066 members Entering Unmasked Estep Score: -1312537.750000 Penalty: 947.818909 Iteration 11Q: 3 clusters Score -1312538 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 27634 members Entering Unmasked Estep Score: -1312777.125000 Penalty: 947.818909 Iteration 12Q: 3 clusters Score -1312777 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 28167 members Entering Unmasked Estep Score: -1312988.625000 Penalty: 947.818909 Iteration 13Q: 3 clusters Score -1312989 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 28670 members Entering Unmasked Estep Score: -1313183.625000 Penalty: 947.818909 Iteration 14Q: 3 clusters Score -1313184 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 29119 members Entering Unmasked Estep Score: -1313357.625000 Penalty: 947.818909 Iteration 15Q: 3 clusters Score -1313358 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 29569 members Entering Unmasked Estep Score: -1313542.750000 Penalty: 947.818909 Iteration 16Q: 3 clusters Score -1313543 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 29997 members Entering Unmasked Estep Score: -1313717.125000 Penalty: 947.818909 Iteration 17Q: 3 clusters Score -1313717 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 30376 members Entering Unmasked Estep Score: -1313878.000000 Penalty: 947.818909 Iteration 18Q: 3 clusters Score -1313878 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 30742 members Entering Unmasked Estep Score: -1314041.125000 Penalty: 947.818909 Iteration 19Q: 3 clusters Score -1314041 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 31060 members Entering Unmasked Estep Score: -1314180.750000 Penalty: 947.818909 Iteration 20F: 3 clusters Score -1314181 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 31323 members Entering Unmasked Estep Score: -1314281.500000 Penalty: 947.818909 Iteration 21Q: 3 clusters Score -1314282 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 31589 members Entering Unmasked Estep Score: -1314398.500000 Penalty: 947.818909 Iteration 22Q: 3 clusters Score -1314398 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -1314493.125000 Penalty: 947.818909 Iteration 23Q: 3 clusters Score -1314493 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 32039 members Entering Unmasked Estep Score: -1314603.750000 Penalty: 947.818909 Iteration 24Q: 3 clusters Score -1314604 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 32224 members Entering Unmasked Estep Score: -1314701.750000 Penalty: 947.818909 Iteration 25Q: 3 clusters Score -1314702 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 32384 members Entering Unmasked Estep Score: -1314791.625000 Penalty: 947.818909 Iteration 26Q: 3 clusters Score -1314792 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 32515 members Entering Unmasked Estep Score: -1314865.000000 Penalty: 947.818909 Iteration 27Q: 3 clusters Score -1314865 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -1314935.375000 Penalty: 947.818909 Iteration 28Q: 3 clusters Score -1314935 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 32696 members Entering Unmasked Estep Score: -1314992.375000 Penalty: 947.818909 Iteration 29Q: 3 clusters Score -1314992 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 32764 members Entering Unmasked Estep Score: -1315030.750000 Penalty: 947.818909 Iteration 30Q: 3 clusters Score -1315031 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 32815 members Entering Unmasked Estep Score: -1315057.750000 Penalty: 947.818909 Iteration 31Q: 3 clusters Score -1315058 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 32848 members Entering Unmasked Estep Score: -1315072.125000 Penalty: 947.818909 Iteration 32Q: 3 clusters Score -1315072 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 32880 members Entering Unmasked Estep Score: -1315087.750000 Penalty: 947.818909 Iteration 33Q: 3 clusters Score -1315088 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 32900 members Entering Unmasked Estep Score: -1315094.750000 Penalty: 947.818909 Iteration 34Q: 3 clusters Score -1315095 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 32920 members Entering Unmasked Estep Score: -1315100.250000 Penalty: 947.818909 Iteration 35Q: 3 clusters Score -1315100 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 32940 members Entering Unmasked Estep Score: -1315107.500000 Penalty: 947.818909 Iteration 36Q: 3 clusters Score -1315108 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 32961 members Entering Unmasked Estep Score: -1315109.875000 Penalty: 947.818909 Iteration 37Q: 3 clusters Score -1315110 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 32972 members Entering Unmasked Estep Score: -1315111.625000 Penalty: 947.818909 Iteration 38Q: 3 clusters Score -1315112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 32980 members Entering Unmasked Estep Score: -1315114.000000 Penalty: 947.818909 Iteration 39Q: 3 clusters Score -1315114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 32988 members Entering Unmasked Estep Score: -1315117.750000 Penalty: 947.818909 Iteration 40F: 3 clusters Score -1315118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 32999 members Entering Unmasked Estep Score: -1315121.375000 Penalty: 947.818909 Iteration 41Q: 3 clusters Score -1315121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 33003 members Entering Unmasked Estep Score: -1315122.250000 Penalty: 947.818909 Iteration 42Q: 3 clusters Score -1315122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 33003 members Entering Unmasked Estep Score: -1315122.250000 Penalty: 947.818909 Iteration 43F: 3 clusters Score -1315122 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -33135.269531 Penalty: 319.621521 Iteration 0F: 2 clusters Score -33135.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -32261.267578 Penalty: 639.243042 Iteration 0F: 3 clusters Score -32261.27 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -32635.033203 Penalty: 639.243042 Iteration 1F: 3 clusters Score -32635.03 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -32775.531250 Penalty: 639.243042 Iteration 2F: 3 clusters Score -32775.53 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -32864.027344 Penalty: 639.243042 Iteration 3F: 3 clusters Score -32864.03 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -32913.335938 Penalty: 639.243042 Iteration 4Q: 3 clusters Score -32913.34 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -32966.953125 Penalty: 639.243042 Iteration 5Q: 3 clusters Score -32966.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -32991.304688 Penalty: 639.243042 Iteration 6Q: 3 clusters Score -32991.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -33014.074219 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -33014.07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -33043.523438 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -33043.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -33076.066406 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -33076.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -33094.757812 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -33094.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -33104.472656 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -33104.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -33113.785156 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -33113.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -33115.785156 Penalty: 639.243042 Iteration 13Q: 3 clusters Score -33115.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -33116.250000 Penalty: 639.243042 Iteration 14Q: 3 clusters Score -33116.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -33116.457031 Penalty: 639.243042 Iteration 15Q: 3 clusters Score -33116.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -33116.457031 Penalty: 639.243042 Iteration 16F: 3 clusters Score -33116.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -29756.884766 Penalty: 302.881042 Iteration 0F: 2 clusters Score -29756.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -29072.789062 Penalty: 605.762085 Iteration 0F: 3 clusters Score -29072.79 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29256.607422 Penalty: 605.762085 Iteration 1F: 3 clusters Score -29256.61 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29302.349609 Penalty: 605.762085 Iteration 2F: 3 clusters Score -29302.35 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29332.218750 Penalty: 605.762085 Iteration 3F: 3 clusters Score -29332.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -29356.466797 Penalty: 605.762085 Iteration 4Q: 3 clusters Score -29356.47 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -29390.439453 Penalty: 605.762085 Iteration 5F: 3 clusters Score -29390.44 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -29408.000000 Penalty: 605.762085 Iteration 6Q: 3 clusters Score -29408 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -29416.292969 Penalty: 605.762085 Iteration 7Q: 3 clusters Score -29416.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -29422.634766 Penalty: 605.762085 Iteration 8Q: 3 clusters Score -29422.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -29428.921875 Penalty: 605.762085 Iteration 9Q: 3 clusters Score -29428.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -29437.316406 Penalty: 605.762085 Iteration 10Q: 3 clusters Score -29437.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -29444.953125 Penalty: 605.762085 Iteration 11Q: 3 clusters Score -29444.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -29449.281250 Penalty: 605.762085 Iteration 12Q: 3 clusters Score -29449.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -29452.656250 Penalty: 605.762085 Iteration 13Q: 3 clusters Score -29452.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -29455.857422 Penalty: 605.762085 Iteration 14Q: 3 clusters Score -29455.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -29460.261719 Penalty: 605.762085 Iteration 15Q: 3 clusters Score -29460.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -29460.871094 Penalty: 605.762085 Iteration 16Q: 3 clusters Score -29460.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -29461.044922 Penalty: 605.762085 Iteration 17Q: 3 clusters Score -29461.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -29461.814453 Penalty: 605.762085 Iteration 18Q: 3 clusters Score -29461.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -29461.814453 Penalty: 605.762085 Iteration 19F: 3 clusters Score -29461.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Entering Unmasked Estep Score: -46710.078125 Penalty: 329.644836 Iteration 0F: 2 clusters Score -46710.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -45689.625000 Penalty: 659.289673 Iteration 0F: 3 clusters Score -45689.62 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -46096.488281 Penalty: 659.289673 Iteration 1F: 3 clusters Score -46096.49 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -46258.484375 Penalty: 659.289673 Iteration 2F: 3 clusters Score -46258.48 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -46370.453125 Penalty: 659.289673 Iteration 3F: 3 clusters Score -46370.45 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -46459.660156 Penalty: 659.289673 Iteration 4F: 3 clusters Score -46459.66 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -46508.621094 Penalty: 659.289673 Iteration 5Q: 3 clusters Score -46508.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -46542.140625 Penalty: 659.289673 Iteration 6Q: 3 clusters Score -46542.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -46570.863281 Penalty: 659.289673 Iteration 7Q: 3 clusters Score -46570.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -46591.546875 Penalty: 659.289673 Iteration 8Q: 3 clusters Score -46591.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -46599.199219 Penalty: 659.289673 Iteration 9Q: 3 clusters Score -46599.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -46601.449219 Penalty: 659.289673 Iteration 10Q: 3 clusters Score -46601.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -46601.687500 Penalty: 659.289673 Iteration 11Q: 3 clusters Score -46601.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -46601.687500 Penalty: 659.289673 Iteration 12F: 3 clusters Score -46601.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Entering Unmasked Estep Score: -25369.767578 Penalty: 311.584229 Iteration 0F: 2 clusters Score -25369.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -24618.972656 Penalty: 623.168457 Iteration 0F: 3 clusters Score -24618.97 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -24890.820312 Penalty: 623.168457 Iteration 1F: 3 clusters Score -24890.82 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -24949.289062 Penalty: 623.168457 Iteration 2F: 3 clusters Score -24949.29 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -24999.724609 Penalty: 623.168457 Iteration 3F: 3 clusters Score -24999.72 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -25038.791016 Penalty: 623.168457 Iteration 4Q: 3 clusters Score -25038.79 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -25065.574219 Penalty: 623.168457 Iteration 5Q: 3 clusters Score -25065.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -25081.000000 Penalty: 623.168457 Iteration 6Q: 3 clusters Score -25081 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -25095.626953 Penalty: 623.168457 Iteration 7Q: 3 clusters Score -25095.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -25105.597656 Penalty: 623.168457 Iteration 8Q: 3 clusters Score -25105.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -25113.421875 Penalty: 623.168457 Iteration 9Q: 3 clusters Score -25113.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -25117.068359 Penalty: 623.168457 Iteration 10Q: 3 clusters Score -25117.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -25120.212891 Penalty: 623.168457 Iteration 11Q: 3 clusters Score -25120.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -25121.082031 Penalty: 623.168457 Iteration 12Q: 3 clusters Score -25121.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -25122.593750 Penalty: 623.168457 Iteration 13Q: 3 clusters Score -25122.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -25123.318359 Penalty: 623.168457 Iteration 14Q: 3 clusters Score -25123.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25124.529297 Penalty: 623.168457 Iteration 15Q: 3 clusters Score -25124.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -25124.724609 Penalty: 623.168457 Iteration 16Q: 3 clusters Score -25124.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -25124.996094 Penalty: 623.168457 Iteration 17Q: 3 clusters Score -25125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -25125.197266 Penalty: 623.168457 Iteration 18Q: 3 clusters Score -25125.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -25125.197266 Penalty: 623.168457 Iteration 19F: 3 clusters Score -25125.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -32509.953125 Penalty: 302.997894 Iteration 0F: 2 clusters Score -32509.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -31841.271484 Penalty: 605.995789 Iteration 0F: 3 clusters Score -31841.27 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -32006.000000 Penalty: 605.995789 Iteration 1F: 3 clusters Score -32006 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -32038.677734 Penalty: 605.995789 Iteration 2F: 3 clusters Score -32038.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -32059.335938 Penalty: 605.995789 Iteration 3Q: 3 clusters Score -32059.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -32075.580078 Penalty: 605.995789 Iteration 4Q: 3 clusters Score -32075.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -32082.275391 Penalty: 605.995789 Iteration 5Q: 3 clusters Score -32082.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -32083.390625 Penalty: 605.995789 Iteration 6Q: 3 clusters Score -32083.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -32085.580078 Penalty: 605.995789 Iteration 7Q: 3 clusters Score -32085.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -32088.992188 Penalty: 605.995789 Iteration 8Q: 3 clusters Score -32088.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -32091.910156 Penalty: 605.995789 Iteration 9Q: 3 clusters Score -32091.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -32092.640625 Penalty: 605.995789 Iteration 10Q: 3 clusters Score -32092.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -32093.132812 Penalty: 605.995789 Iteration 11Q: 3 clusters Score -32093.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -32093.132812 Penalty: 605.995789 Iteration 12F: 3 clusters Score -32093.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Entering Unmasked Estep Score: -25125.785156 Penalty: 292.478790 Iteration 0F: 2 clusters Score -25125.79 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 321 members Entering Unmasked Estep Score: -24555.447266 Penalty: 584.957581 Iteration 0F: 3 clusters Score -24555.45 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -24705.458984 Penalty: 584.957581 Iteration 1F: 3 clusters Score -24705.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -24754.964844 Penalty: 584.957581 Iteration 2F: 3 clusters Score -24754.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -24782.144531 Penalty: 584.957581 Iteration 3F: 3 clusters Score -24782.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -24807.416016 Penalty: 584.957581 Iteration 4Q: 3 clusters Score -24807.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -24825.771484 Penalty: 584.957581 Iteration 5Q: 3 clusters Score -24825.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -24836.951172 Penalty: 584.957581 Iteration 6Q: 3 clusters Score -24836.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24853.273438 Penalty: 584.957581 Iteration 7Q: 3 clusters Score -24853.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -24863.386719 Penalty: 584.957581 Iteration 8Q: 3 clusters Score -24863.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -24870.861328 Penalty: 584.957581 Iteration 9Q: 3 clusters Score -24870.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -24873.281250 Penalty: 584.957581 Iteration 10Q: 3 clusters Score -24873.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -24873.708984 Penalty: 584.957581 Iteration 11Q: 3 clusters Score -24873.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -24873.708984 Penalty: 584.957581 Iteration 12F: 3 clusters Score -24873.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (7250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Entering Unmasked Estep Score: -251743.593750 Penalty: 404.438446 Iteration 0F: 2 clusters Score -251743.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -246926.343750 Penalty: 808.876892 Iteration 0F: 3 clusters Score -246926.3 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -249191.968750 Penalty: 808.876892 Iteration 1F: 3 clusters Score -249192 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -249554.125000 Penalty: 808.876892 Iteration 2F: 3 clusters Score -249554.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -249872.718750 Penalty: 808.876892 Iteration 3F: 3 clusters Score -249872.7 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -250109.437500 Penalty: 808.876892 Iteration 4F: 3 clusters Score -250109.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -250303.906250 Penalty: 808.876892 Iteration 5Q: 3 clusters Score -250303.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -250428.671875 Penalty: 808.876892 Iteration 6Q: 3 clusters Score -250428.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -250508.859375 Penalty: 808.876892 Iteration 7Q: 3 clusters Score -250508.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -250565.359375 Penalty: 808.876892 Iteration 8Q: 3 clusters Score -250565.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -250616.421875 Penalty: 808.876892 Iteration 9Q: 3 clusters Score -250616.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -250669.718750 Penalty: 808.876892 Iteration 10Q: 3 clusters Score -250669.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -250715.796875 Penalty: 808.876892 Iteration 11Q: 3 clusters Score -250715.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -250753.250000 Penalty: 808.876892 Iteration 12Q: 3 clusters Score -250753.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -250796.625000 Penalty: 808.876892 Iteration 13Q: 3 clusters Score -250796.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -250846.500000 Penalty: 808.876892 Iteration 14Q: 3 clusters Score -250846.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -250893.406250 Penalty: 808.876892 Iteration 15Q: 3 clusters Score -250893.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -250926.531250 Penalty: 808.876892 Iteration 16Q: 3 clusters Score -250926.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -250965.875000 Penalty: 808.876892 Iteration 17Q: 3 clusters Score -250965.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -251013.531250 Penalty: 808.876892 Iteration 18Q: 3 clusters Score -251013.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -251057.656250 Penalty: 808.876892 Iteration 19Q: 3 clusters Score -251057.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -251099.453125 Penalty: 808.876892 Iteration 20F: 3 clusters Score -251099.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -251143.203125 Penalty: 808.876892 Iteration 21Q: 3 clusters Score -251143.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -251195.609375 Penalty: 808.876892 Iteration 22Q: 3 clusters Score -251195.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -251252.390625 Penalty: 808.876892 Iteration 23Q: 3 clusters Score -251252.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -251311.468750 Penalty: 808.876892 Iteration 24Q: 3 clusters Score -251311.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -251354.671875 Penalty: 808.876892 Iteration 25Q: 3 clusters Score -251354.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -251379.500000 Penalty: 808.876892 Iteration 26Q: 3 clusters Score -251379.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -251395.375000 Penalty: 808.876892 Iteration 27Q: 3 clusters Score -251395.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -251416.906250 Penalty: 808.876892 Iteration 28Q: 3 clusters Score -251416.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -251429.500000 Penalty: 808.876892 Iteration 29Q: 3 clusters Score -251429.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -251438.421875 Penalty: 808.876892 Iteration 30Q: 3 clusters Score -251438.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -251446.968750 Penalty: 808.876892 Iteration 31Q: 3 clusters Score -251447 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -251452.250000 Penalty: 808.876892 Iteration 32Q: 3 clusters Score -251452.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -251455.437500 Penalty: 808.876892 Iteration 33Q: 3 clusters Score -251455.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -251458.375000 Penalty: 808.876892 Iteration 34Q: 3 clusters Score -251458.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -251463.218750 Penalty: 808.876892 Iteration 35Q: 3 clusters Score -251463.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -251467.437500 Penalty: 808.876892 Iteration 36Q: 3 clusters Score -251467.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -251469.578125 Penalty: 808.876892 Iteration 37Q: 3 clusters Score -251469.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -251472.218750 Penalty: 808.876892 Iteration 38Q: 3 clusters Score -251472.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -251475.031250 Penalty: 808.876892 Iteration 39Q: 3 clusters Score -251475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -251477.921875 Penalty: 808.876892 Iteration 40F: 3 clusters Score -251477.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -251479.203125 Penalty: 808.876892 Iteration 41Q: 3 clusters Score -251479.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -251480.531250 Penalty: 808.876892 Iteration 42Q: 3 clusters Score -251480.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -251481.359375 Penalty: 808.876892 Iteration 43Q: 3 clusters Score -251481.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -251481.656250 Penalty: 808.876892 Iteration 44Q: 3 clusters Score -251481.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -251482.140625 Penalty: 808.876892 Iteration 45Q: 3 clusters Score -251482.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -251482.515625 Penalty: 808.876892 Iteration 46Q: 3 clusters Score -251482.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -251482.500000 Penalty: 808.876892 Iteration 47Q: 3 clusters Score -251482.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -251482.750000 Penalty: 808.876892 Iteration 48Q: 3 clusters Score -251482.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -251482.734375 Penalty: 808.876892 Iteration 49Q: 3 clusters Score -251482.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -251482.593750 Penalty: 808.876892 Iteration 50Q: 3 clusters Score -251482.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -251482.593750 Penalty: 808.876892 Iteration 51F: 3 clusters Score -251482.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 43 (13817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13817 members Entering Unmasked Estep Score: -556465.937500 Penalty: 433.781311 Iteration 0F: 2 clusters Score -556465.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -547305.750000 Penalty: 867.562622 Iteration 0F: 3 clusters Score -547305.8 nChanged 6455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -551318.000000 Penalty: 867.562622 Iteration 1F: 3 clusters Score -551318 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -551883.187500 Penalty: 867.562622 Iteration 2F: 3 clusters Score -551883.2 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -552589.062500 Penalty: 867.562622 Iteration 3F: 3 clusters Score -552589.1 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -553279.187500 Penalty: 867.562622 Iteration 4F: 3 clusters Score -553279.2 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -553881.812500 Penalty: 867.562622 Iteration 5F: 3 clusters Score -553881.8 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -554345.812500 Penalty: 867.562622 Iteration 6Q: 3 clusters Score -554345.8 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -554644.375000 Penalty: 867.562622 Iteration 7Q: 3 clusters Score -554644.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -554826.437500 Penalty: 867.562622 Iteration 8Q: 3 clusters Score -554826.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 11268 members Entering Unmasked Estep Score: -554970.125000 Penalty: 867.562622 Iteration 9Q: 3 clusters Score -554970.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -555084.687500 Penalty: 867.562622 Iteration 10Q: 3 clusters Score -555084.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -555173.687500 Penalty: 867.562622 Iteration 11Q: 3 clusters Score -555173.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -555254.875000 Penalty: 867.562622 Iteration 12Q: 3 clusters Score -555254.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -555328.187500 Penalty: 867.562622 Iteration 13Q: 3 clusters Score -555328.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -555401.187500 Penalty: 867.562622 Iteration 14Q: 3 clusters Score -555401.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -555486.500000 Penalty: 867.562622 Iteration 15Q: 3 clusters Score -555486.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -555575.687500 Penalty: 867.562622 Iteration 16Q: 3 clusters Score -555575.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -555655.687500 Penalty: 867.562622 Iteration 17Q: 3 clusters Score -555655.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -555741.937500 Penalty: 867.562622 Iteration 18Q: 3 clusters Score -555741.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -555815.062500 Penalty: 867.562622 Iteration 19Q: 3 clusters Score -555815.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -555885.187500 Penalty: 867.562622 Iteration 20F: 3 clusters Score -555885.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -555938.562500 Penalty: 867.562622 Iteration 21Q: 3 clusters Score -555938.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -555991.562500 Penalty: 867.562622 Iteration 22Q: 3 clusters Score -555991.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -556026.875000 Penalty: 867.562622 Iteration 23Q: 3 clusters Score -556026.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -556066.437500 Penalty: 867.562622 Iteration 24Q: 3 clusters Score -556066.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -556095.875000 Penalty: 867.562622 Iteration 25Q: 3 clusters Score -556095.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -556123.750000 Penalty: 867.562622 Iteration 26Q: 3 clusters Score -556123.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -556149.687500 Penalty: 867.562622 Iteration 27Q: 3 clusters Score -556149.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -556162.875000 Penalty: 867.562622 Iteration 28Q: 3 clusters Score -556162.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -556170.937500 Penalty: 867.562622 Iteration 29Q: 3 clusters Score -556170.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -556180.750000 Penalty: 867.562622 Iteration 30Q: 3 clusters Score -556180.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 13383 members Entering Unmasked Estep Score: -556187.250000 Penalty: 867.562622 Iteration 31Q: 3 clusters Score -556187.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -556191.125000 Penalty: 867.562622 Iteration 32Q: 3 clusters Score -556191.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 13396 members Entering Unmasked Estep Score: -556193.500000 Penalty: 867.562622 Iteration 33Q: 3 clusters Score -556193.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -556195.187500 Penalty: 867.562622 Iteration 34Q: 3 clusters Score -556195.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -556197.125000 Penalty: 867.562622 Iteration 35Q: 3 clusters Score -556197.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -556197.937500 Penalty: 867.562622 Iteration 36Q: 3 clusters Score -556197.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -556199.687500 Penalty: 867.562622 Iteration 37Q: 3 clusters Score -556199.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -556199.812500 Penalty: 867.562622 Iteration 38Q: 3 clusters Score -556199.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -556200.250000 Penalty: 867.562622 Iteration 39Q: 3 clusters Score -556200.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -556202.937500 Penalty: 867.562622 Iteration 40F: 3 clusters Score -556202.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -556203.625000 Penalty: 867.562622 Iteration 41Q: 3 clusters Score -556203.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -556204.125000 Penalty: 867.562622 Iteration 42Q: 3 clusters Score -556204.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -556204.625000 Penalty: 867.562622 Iteration 43Q: 3 clusters Score -556204.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -556205.437500 Penalty: 867.562622 Iteration 44Q: 3 clusters Score -556205.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -556205.250000 Penalty: 867.562622 Iteration 45Q: 3 clusters Score -556205.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -556205.875000 Penalty: 867.562622 Iteration 46Q: 3 clusters Score -556205.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -556205.875000 Penalty: 867.562622 Iteration 47F: 3 clusters Score -556205.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (3078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Entering Unmasked Estep Score: -122447.937500 Penalty: 365.457581 Iteration 0F: 2 clusters Score -122447.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -120361.109375 Penalty: 730.915161 Iteration 0F: 3 clusters Score -120361.1 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -121079.367188 Penalty: 730.915161 Iteration 1F: 3 clusters Score -121079.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -121192.359375 Penalty: 730.915161 Iteration 2F: 3 clusters Score -121192.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -121317.859375 Penalty: 730.915161 Iteration 3F: 3 clusters Score -121317.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -121455.164062 Penalty: 730.915161 Iteration 4F: 3 clusters Score -121455.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -121594.328125 Penalty: 730.915161 Iteration 5F: 3 clusters Score -121594.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -121742.460938 Penalty: 730.915161 Iteration 6F: 3 clusters Score -121742.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -121848.273438 Penalty: 730.915161 Iteration 7Q: 3 clusters Score -121848.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -121942.742188 Penalty: 730.915161 Iteration 8Q: 3 clusters Score -121942.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -122023.117188 Penalty: 730.915161 Iteration 9Q: 3 clusters Score -122023.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -122086.640625 Penalty: 730.915161 Iteration 10Q: 3 clusters Score -122086.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -122139.398438 Penalty: 730.915161 Iteration 11Q: 3 clusters Score -122139.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -122170.992188 Penalty: 730.915161 Iteration 12Q: 3 clusters Score -122171 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -122187.656250 Penalty: 730.915161 Iteration 13Q: 3 clusters Score -122187.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -122195.625000 Penalty: 730.915161 Iteration 14Q: 3 clusters Score -122195.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -122205.382812 Penalty: 730.915161 Iteration 15Q: 3 clusters Score -122205.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -122212.007812 Penalty: 730.915161 Iteration 16Q: 3 clusters Score -122212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -122215.921875 Penalty: 730.915161 Iteration 17Q: 3 clusters Score -122215.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -122218.609375 Penalty: 730.915161 Iteration 18Q: 3 clusters Score -122218.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -122221.523438 Penalty: 730.915161 Iteration 19Q: 3 clusters Score -122221.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -122224.656250 Penalty: 730.915161 Iteration 20F: 3 clusters Score -122224.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -122225.773438 Penalty: 730.915161 Iteration 21Q: 3 clusters Score -122225.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -122227.851562 Penalty: 730.915161 Iteration 22Q: 3 clusters Score -122227.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -122229.812500 Penalty: 730.915161 Iteration 23Q: 3 clusters Score -122229.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -122231.015625 Penalty: 730.915161 Iteration 24Q: 3 clusters Score -122231 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -122232.382812 Penalty: 730.915161 Iteration 25Q: 3 clusters Score -122232.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -122233.804688 Penalty: 730.915161 Iteration 26Q: 3 clusters Score -122233.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -122233.828125 Penalty: 730.915161 Iteration 27Q: 3 clusters Score -122233.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -122234.335938 Penalty: 730.915161 Iteration 28Q: 3 clusters Score -122234.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -122234.859375 Penalty: 730.915161 Iteration 29Q: 3 clusters Score -122234.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -122235.195312 Penalty: 730.915161 Iteration 30Q: 3 clusters Score -122235.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -122235.976562 Penalty: 730.915161 Iteration 31Q: 3 clusters Score -122236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -122236.703125 Penalty: 730.915161 Iteration 32Q: 3 clusters Score -122236.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -122236.867188 Penalty: 730.915161 Iteration 33Q: 3 clusters Score -122236.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -122236.867188 Penalty: 730.915161 Iteration 34F: 3 clusters Score -122236.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Entering Unmasked Estep Score: -2681.220459 Penalty: 217.066162 Iteration 0F: 2 clusters Score -2681.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2459.913330 Penalty: 434.132324 Iteration 0F: 3 clusters Score -2459.913 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2505.238525 Penalty: 434.132324 Iteration 1F: 3 clusters Score -2505.239 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -2536.977295 Penalty: 434.132324 Iteration 2F: 3 clusters Score -2536.977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -2539.732178 Penalty: 434.132324 Iteration 3Q: 3 clusters Score -2539.732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2546.377686 Penalty: 434.132324 Iteration 4Q: 3 clusters Score -2546.378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2565.920166 Penalty: 434.132324 Iteration 5Q: 3 clusters Score -2565.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2567.246338 Penalty: 434.132324 Iteration 6Q: 3 clusters Score -2567.246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2567.246338 Penalty: 434.132324 Iteration 7F: 3 clusters Score -2567.246 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (2873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Entering Unmasked Estep Score: -114243.156250 Penalty: 362.321594 Iteration 0F: 2 clusters Score -114243.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -112247.562500 Penalty: 724.643188 Iteration 0F: 3 clusters Score -112247.6 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -112890.031250 Penalty: 724.643188 Iteration 1F: 3 clusters Score -112890 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -112969.437500 Penalty: 724.643188 Iteration 2F: 3 clusters Score -112969.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -113036.375000 Penalty: 724.643188 Iteration 3Q: 3 clusters Score -113036.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -113103.328125 Penalty: 724.643188 Iteration 4Q: 3 clusters Score -113103.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -113177.492188 Penalty: 724.643188 Iteration 5Q: 3 clusters Score -113177.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -113252.539062 Penalty: 724.643188 Iteration 6Q: 3 clusters Score -113252.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -113348.695312 Penalty: 724.643188 Iteration 7Q: 3 clusters Score -113348.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -113459.875000 Penalty: 724.643188 Iteration 8F: 3 clusters Score -113459.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -113541.343750 Penalty: 724.643188 Iteration 9Q: 3 clusters Score -113541.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -113594.304688 Penalty: 724.643188 Iteration 10Q: 3 clusters Score -113594.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -113637.304688 Penalty: 724.643188 Iteration 11Q: 3 clusters Score -113637.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -113684.140625 Penalty: 724.643188 Iteration 12Q: 3 clusters Score -113684.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -113729.492188 Penalty: 724.643188 Iteration 13Q: 3 clusters Score -113729.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -113769.304688 Penalty: 724.643188 Iteration 14Q: 3 clusters Score -113769.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -113818.953125 Penalty: 724.643188 Iteration 15Q: 3 clusters Score -113819 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -113860.093750 Penalty: 724.643188 Iteration 16Q: 3 clusters Score -113860.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -113885.085938 Penalty: 724.643188 Iteration 17Q: 3 clusters Score -113885.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -113906.000000 Penalty: 724.643188 Iteration 18Q: 3 clusters Score -113906 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -113915.234375 Penalty: 724.643188 Iteration 19Q: 3 clusters Score -113915.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -113920.000000 Penalty: 724.643188 Iteration 20F: 3 clusters Score -113920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -113924.929688 Penalty: 724.643188 Iteration 21Q: 3 clusters Score -113924.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -113931.781250 Penalty: 724.643188 Iteration 22Q: 3 clusters Score -113931.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -113934.125000 Penalty: 724.643188 Iteration 23Q: 3 clusters Score -113934.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -113934.421875 Penalty: 724.643188 Iteration 24Q: 3 clusters Score -113934.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -113935.046875 Penalty: 724.643188 Iteration 25Q: 3 clusters Score -113935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -113935.046875 Penalty: 724.643188 Iteration 26F: 3 clusters Score -113935 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -70006.250000 Penalty: 341.898590 Iteration 0F: 2 clusters Score -70006.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -68662.632812 Penalty: 683.797180 Iteration 0F: 3 clusters Score -68662.63 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -69104.367188 Penalty: 683.797180 Iteration 1F: 3 clusters Score -69104.37 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -69169.625000 Penalty: 683.797180 Iteration 2F: 3 clusters Score -69169.62 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -69239.695312 Penalty: 683.797180 Iteration 3F: 3 clusters Score -69239.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -69312.210938 Penalty: 683.797180 Iteration 4F: 3 clusters Score -69312.21 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -69392.828125 Penalty: 683.797180 Iteration 5F: 3 clusters Score -69392.83 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -69466.429688 Penalty: 683.797180 Iteration 6F: 3 clusters Score -69466.43 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -69526.679688 Penalty: 683.797180 Iteration 7Q: 3 clusters Score -69526.68 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -69574.640625 Penalty: 683.797180 Iteration 8Q: 3 clusters Score -69574.64 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -69606.718750 Penalty: 683.797180 Iteration 9Q: 3 clusters Score -69606.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -69635.562500 Penalty: 683.797180 Iteration 10Q: 3 clusters Score -69635.56 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -69661.476562 Penalty: 683.797180 Iteration 11Q: 3 clusters Score -69661.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -69682.718750 Penalty: 683.797180 Iteration 12Q: 3 clusters Score -69682.72 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -69697.062500 Penalty: 683.797180 Iteration 13Q: 3 clusters Score -69697.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -69713.828125 Penalty: 683.797180 Iteration 14Q: 3 clusters Score -69713.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69727.671875 Penalty: 683.797180 Iteration 15Q: 3 clusters Score -69727.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69739.414062 Penalty: 683.797180 Iteration 16Q: 3 clusters Score -69739.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69748.218750 Penalty: 683.797180 Iteration 17Q: 3 clusters Score -69748.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -69764.468750 Penalty: 683.797180 Iteration 18Q: 3 clusters Score -69764.47 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -69788.609375 Penalty: 683.797180 Iteration 19Q: 3 clusters Score -69788.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -69806.242188 Penalty: 683.797180 Iteration 20F: 3 clusters Score -69806.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -69826.703125 Penalty: 683.797180 Iteration 21Q: 3 clusters Score -69826.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -69844.125000 Penalty: 683.797180 Iteration 22Q: 3 clusters Score -69844.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -69856.640625 Penalty: 683.797180 Iteration 23Q: 3 clusters Score -69856.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69865.664062 Penalty: 683.797180 Iteration 24Q: 3 clusters Score -69865.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69869.875000 Penalty: 683.797180 Iteration 25Q: 3 clusters Score -69869.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -69872.664062 Penalty: 683.797180 Iteration 26Q: 3 clusters Score -69872.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69873.203125 Penalty: 683.797180 Iteration 27Q: 3 clusters Score -69873.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -69873.265625 Penalty: 683.797180 Iteration 28Q: 3 clusters Score -69873.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -69873.265625 Penalty: 683.797180 Iteration 29F: 3 clusters Score -69873.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53407 members Mstep: Class 2 contains 7906 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9170 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12886 members Mstep: Class 11 contains 34184 members Mstep: Class 12 contains 5691 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2912 members Mstep: Class 16 contains 87456 members Mstep: Class 17 contains 2114 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 18106 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 841 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2785 members Mstep: Class 32 contains 7145 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7250 members Mstep: Class 43 contains 13817 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2873 members Mstep: Class 47 contains 1834 members Entering Unmasked Estep ConsiderDeletion Score: -14469458.000000 Penalty: 27552.666016 Iteration 159Q: 48 clusters Score -1.446946e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53489 members Mstep: Class 2 contains 7905 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9168 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12885 members Mstep: Class 11 contains 34185 members Mstep: Class 12 contains 5663 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2912 members Mstep: Class 16 contains 87451 members Mstep: Class 17 contains 2114 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 18048 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 842 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2785 members Mstep: Class 32 contains 7147 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1399 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7253 members Mstep: Class 43 contains 13816 members Mstep: Class 44 contains 3080 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2874 members Mstep: Class 47 contains 1840 members Entering Unmasked Estep ConsiderDeletion Score: -14469463.000000 Penalty: 27552.666016 Iteration 160F: 48 clusters Score -1.446946e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53561 members Mstep: Class 2 contains 7905 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11332 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12884 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 5633 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2915 members Mstep: Class 16 contains 87445 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 17995 members Mstep: Class 27 contains 419 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 844 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2785 members Mstep: Class 32 contains 7149 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1398 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7258 members Mstep: Class 43 contains 13817 members Mstep: Class 44 contains 3081 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2875 members Mstep: Class 47 contains 1841 members Entering Unmasked Estep ConsiderDeletion Score: -14469454.000000 Penalty: 27552.666016 Iteration 161Q: 48 clusters Score -1.446945e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53619 members Mstep: Class 2 contains 7904 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11340 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8115 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5611 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2913 members Mstep: Class 16 contains 87440 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 17961 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 849 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2787 members Mstep: Class 32 contains 7148 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1398 members Mstep: Class 39 contains 941 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7257 members Mstep: Class 43 contains 13816 members Mstep: Class 44 contains 3081 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1841 members Entering Unmasked Estep ConsiderDeletion Score: -14469452.000000 Penalty: 27552.666016 Iteration 162Q: 48 clusters Score -1.446945e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53657 members Mstep: Class 2 contains 7904 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11344 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8113 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 5582 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2911 members Mstep: Class 16 contains 87436 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 17944 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 852 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2791 members Mstep: Class 32 contains 7148 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 941 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7259 members Mstep: Class 43 contains 13815 members Mstep: Class 44 contains 3080 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1841 members Entering Unmasked Estep ConsiderDeletion Score: -14469463.000000 Penalty: 27552.666016 Iteration 163Q: 48 clusters Score -1.446946e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53684 members Mstep: Class 2 contains 7902 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11350 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8115 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5557 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87431 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5216 members Mstep: Class 26 contains 17937 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2796 members Mstep: Class 32 contains 7147 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1404 members Mstep: Class 39 contains 941 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7258 members Mstep: Class 43 contains 13816 members Mstep: Class 44 contains 3079 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2875 members Mstep: Class 47 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -14469459.000000 Penalty: 27552.666016 Iteration 164Q: 48 clusters Score -1.446946e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53713 members Mstep: Class 2 contains 7900 members Mstep: Class 3 contains 1218 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11356 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8115 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5534 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87426 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5217 members Mstep: Class 26 contains 17926 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2801 members Mstep: Class 32 contains 7146 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1406 members Mstep: Class 39 contains 941 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7256 members Mstep: Class 43 contains 13816 members Mstep: Class 44 contains 3079 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1844 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 165Q: 48 clusters Score -1.446948e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53752 members Mstep: Class 2 contains 7899 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11363 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8115 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5516 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87422 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17904 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2802 members Mstep: Class 32 contains 7144 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7254 members Mstep: Class 43 contains 13815 members Mstep: Class 44 contains 3078 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469475.000000 Penalty: 27552.666016 Iteration 166Q: 48 clusters Score -1.446948e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53796 members Mstep: Class 2 contains 7900 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11367 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8116 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5497 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87419 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1104 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17879 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2804 members Mstep: Class 32 contains 7142 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1407 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7254 members Mstep: Class 43 contains 13815 members Mstep: Class 44 contains 3075 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469494.000000 Penalty: 27552.666016 Iteration 167Q: 48 clusters Score -1.446949e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53834 members Mstep: Class 2 contains 7900 members Mstep: Class 3 contains 1218 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11368 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 5478 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87419 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1103 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17855 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7255 members Mstep: Class 43 contains 13816 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469491.000000 Penalty: 27552.666016 Iteration 168Q: 48 clusters Score -1.446949e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53864 members Mstep: Class 2 contains 7902 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11369 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5462 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2906 members Mstep: Class 16 contains 87420 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1102 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17834 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1126 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1411 members Mstep: Class 39 contains 942 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7255 members Mstep: Class 43 contains 13818 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469494.000000 Penalty: 27552.666016 Iteration 169Q: 48 clusters Score -1.446949e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53898 members Mstep: Class 2 contains 7901 members Mstep: Class 3 contains 1220 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4524 members Mstep: Class 15 contains 2904 members Mstep: Class 16 contains 87418 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17816 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 854 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33376 members Mstep: Class 36 contains 1126 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1411 members Mstep: Class 39 contains 943 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7259 members Mstep: Class 43 contains 13817 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469475.000000 Penalty: 27552.666016 Iteration 170Q: 48 clusters Score -1.446948e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53925 members Mstep: Class 2 contains 7898 members Mstep: Class 3 contains 1220 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11374 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34186 members Mstep: Class 12 contains 5424 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4524 members Mstep: Class 15 contains 2904 members Mstep: Class 16 contains 87417 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1100 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17802 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33377 members Mstep: Class 36 contains 1126 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1412 members Mstep: Class 39 contains 943 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7260 members Mstep: Class 43 contains 13819 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469464.000000 Penalty: 27552.666016 Iteration 171Q: 48 clusters Score -1.446946e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53945 members Mstep: Class 2 contains 7897 members Mstep: Class 3 contains 1220 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34187 members Mstep: Class 12 contains 5409 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2903 members Mstep: Class 16 contains 87417 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1099 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17802 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33380 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 943 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7259 members Mstep: Class 43 contains 13820 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469464.000000 Penalty: 27552.666016 Iteration 172Q: 48 clusters Score -1.446946e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53959 members Mstep: Class 2 contains 7898 members Mstep: Class 3 contains 1220 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5398 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1098 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17798 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33380 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1409 members Mstep: Class 39 contains 943 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7260 members Mstep: Class 43 contains 13821 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469449.000000 Penalty: 27552.666016 Iteration 173Q: 48 clusters Score -1.446945e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53980 members Mstep: Class 2 contains 7896 members Mstep: Class 3 contains 1219 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11374 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5388 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2901 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1098 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17787 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1406 members Mstep: Class 39 contains 944 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7264 members Mstep: Class 43 contains 13823 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469449.000000 Penalty: 27552.666016 Iteration 174Q: 48 clusters Score -1.446945e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 53991 members Mstep: Class 2 contains 7894 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5383 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2901 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2112 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17785 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1405 members Mstep: Class 39 contains 944 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7265 members Mstep: Class 43 contains 13825 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469437.000000 Penalty: 27552.666016 Iteration 175Q: 48 clusters Score -1.446944e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54010 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2901 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17778 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1404 members Mstep: Class 39 contains 944 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7265 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469459.000000 Penalty: 27552.666016 Iteration 176Q: 48 clusters Score -1.446946e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54023 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5364 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17776 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 945 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7267 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469453.000000 Penalty: 27552.666016 Iteration 177Q: 48 clusters Score -1.446945e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54036 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5353 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17771 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1098 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1400 members Mstep: Class 39 contains 948 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7269 members Mstep: Class 43 contains 13827 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469455.000000 Penalty: 27552.666016 Iteration 178Q: 48 clusters Score -1.446946e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54050 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8117 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5343 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17763 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7270 members Mstep: Class 43 contains 13826 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469472.000000 Penalty: 27552.666016 Iteration 179Q: 48 clusters Score -1.446947e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54067 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1216 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5333 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17751 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7273 members Mstep: Class 43 contains 13826 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469473.000000 Penalty: 27552.666016 Iteration 180F: 48 clusters Score -1.446947e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54086 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5324 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17743 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1400 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7273 members Mstep: Class 43 contains 13826 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469477.000000 Penalty: 27552.666016 Iteration 181Q: 48 clusters Score -1.446948e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54100 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5306 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17748 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 617 members Mstep: Class 42 contains 7271 members Mstep: Class 43 contains 13827 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469482.000000 Penalty: 27552.666016 Iteration 182Q: 48 clusters Score -1.446948e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54110 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11372 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5296 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87414 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17750 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7269 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3074 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469475.000000 Penalty: 27552.666016 Iteration 183Q: 48 clusters Score -1.446948e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54126 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11371 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9167 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5279 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87413 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17755 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7268 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3073 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469508.000000 Penalty: 27552.666016 Iteration 184Q: 48 clusters Score -1.446951e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54133 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11375 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5267 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17762 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 949 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7268 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3072 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -14469519.000000 Penalty: 27552.666016 Iteration 185Q: 48 clusters Score -1.446952e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54145 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5256 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2903 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17764 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 948 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7265 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3071 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469493.000000 Penalty: 27552.666016 Iteration 186Q: 48 clusters Score -1.446949e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54165 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5239 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2904 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17767 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 855 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 948 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7260 members Mstep: Class 43 contains 13827 members Mstep: Class 44 contains 3069 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 187Q: 48 clusters Score -1.446948e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54186 members Mstep: Class 2 contains 7894 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11375 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5220 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2905 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17767 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2808 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 948 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7258 members Mstep: Class 43 contains 13827 members Mstep: Class 44 contains 3068 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1846 members Entering Unmasked Estep ConsiderDeletion Score: -14469509.000000 Penalty: 27552.666016 Iteration 188Q: 48 clusters Score -1.446951e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54206 members Mstep: Class 2 contains 7894 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11375 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5196 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2905 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17770 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 948 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7257 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3067 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469480.000000 Penalty: 27552.666016 Iteration 189Q: 48 clusters Score -1.446948e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54232 members Mstep: Class 2 contains 7894 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11374 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5174 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17764 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1401 members Mstep: Class 39 contains 950 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7259 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469491.000000 Penalty: 27552.666016 Iteration 190Q: 48 clusters Score -1.446949e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54255 members Mstep: Class 2 contains 7896 members Mstep: Class 3 contains 1213 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11374 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9166 members Mstep: Class 9 contains 8118 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5156 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17755 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 950 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7260 members Mstep: Class 43 contains 13828 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469488.000000 Penalty: 27552.666016 Iteration 191Q: 48 clusters Score -1.446949e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54283 members Mstep: Class 2 contains 7896 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9165 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5137 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87411 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17743 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1402 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 618 members Mstep: Class 42 contains 7261 members Mstep: Class 43 contains 13829 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469491.000000 Penalty: 27552.666016 Iteration 192Q: 48 clusters Score -1.446949e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54315 members Mstep: Class 2 contains 7897 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11371 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8120 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5121 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17725 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1403 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7261 members Mstep: Class 43 contains 13829 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469478.000000 Penalty: 27552.666016 Iteration 193Q: 48 clusters Score -1.446948e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54345 members Mstep: Class 2 contains 7897 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9163 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5102 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26919 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17716 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1404 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 619 members Mstep: Class 42 contains 7258 members Mstep: Class 43 contains 13829 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469474.000000 Penalty: 27552.666016 Iteration 194Q: 48 clusters Score -1.446947e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54363 members Mstep: Class 2 contains 7896 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5082 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87412 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17717 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 856 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1405 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7256 members Mstep: Class 43 contains 13830 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469472.000000 Penalty: 27552.666016 Iteration 195Q: 48 clusters Score -1.446947e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54383 members Mstep: Class 2 contains 7895 members Mstep: Class 3 contains 1215 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5060 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17717 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 857 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7137 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7254 members Mstep: Class 43 contains 13831 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469478.000000 Penalty: 27552.666016 Iteration 196Q: 48 clusters Score -1.446948e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54401 members Mstep: Class 2 contains 7894 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8119 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5052 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17706 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 859 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7136 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7252 members Mstep: Class 43 contains 13832 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 197Q: 48 clusters Score -1.446948e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54418 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8120 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5043 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17702 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 860 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7248 members Mstep: Class 43 contains 13834 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 198Q: 48 clusters Score -1.446948e+07 nChanged 32 Entering ConstructFrom: Score: -14469485.000000 Penalty: 27552.666016 Entering ConstructFrom: Trying to split cluster 1 (54429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54429 members Entering Unmasked Estep Score: -2138637.500000 Penalty: 496.161682 Iteration 0F: 2 clusters Score -2138638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Mstep: Class 2 contains 27366 members Entering Unmasked Estep Score: -2102272.250000 Penalty: 992.323364 Iteration 0F: 3 clusters Score -2102272 nChanged 26268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 32306 members Entering Unmasked Estep Score: -2119424.250000 Penalty: 992.323364 Iteration 1F: 3 clusters Score -2119424 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19419 members Mstep: Class 2 contains 35010 members Entering Unmasked Estep Score: -2121228.750000 Penalty: 992.323364 Iteration 2F: 3 clusters Score -2121229 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16002 members Mstep: Class 2 contains 38427 members Entering Unmasked Estep Score: -2123848.750000 Penalty: 992.323364 Iteration 3F: 3 clusters Score -2123849 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 42326 members Entering Unmasked Estep Score: -2127307.000000 Penalty: 992.323364 Iteration 4F: 3 clusters Score -2127307 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 46138 members Entering Unmasked Estep Score: -2130971.750000 Penalty: 992.323364 Iteration 5F: 3 clusters Score -2130972 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 49255 members Entering Unmasked Estep Score: -2134030.000000 Penalty: 992.323364 Iteration 6F: 3 clusters Score -2134030 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 51302 members Entering Unmasked Estep Score: -2135898.500000 Penalty: 992.323364 Iteration 7Q: 3 clusters Score -2135898 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 52563 members Entering Unmasked Estep Score: -2136985.750000 Penalty: 992.323364 Iteration 8Q: 3 clusters Score -2136986 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 53283 members Entering Unmasked Estep Score: -2137563.250000 Penalty: 992.323364 Iteration 9Q: 3 clusters Score -2137563 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 53704 members Entering Unmasked Estep Score: -2137893.750000 Penalty: 992.323364 Iteration 10Q: 3 clusters Score -2137894 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 53934 members Entering Unmasked Estep Score: -2138072.000000 Penalty: 992.323364 Iteration 11Q: 3 clusters Score -2138072 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 54044 members Entering Unmasked Estep Score: -2138144.250000 Penalty: 992.323364 Iteration 12Q: 3 clusters Score -2138144 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 54103 members Entering Unmasked Estep Score: -2138187.750000 Penalty: 992.323364 Iteration 13Q: 3 clusters Score -2138188 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 54147 members Entering Unmasked Estep Score: -2138218.000000 Penalty: 992.323364 Iteration 14Q: 3 clusters Score -2138218 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 54171 members Entering Unmasked Estep Score: -2138237.000000 Penalty: 992.323364 Iteration 15Q: 3 clusters Score -2138237 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 54187 members Entering Unmasked Estep Score: -2138242.750000 Penalty: 992.323364 Iteration 16Q: 3 clusters Score -2138243 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 54198 members Entering Unmasked Estep Score: -2138257.250000 Penalty: 992.323364 Iteration 17Q: 3 clusters Score -2138257 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 54200 members Entering Unmasked Estep Score: -2138260.500000 Penalty: 992.323364 Iteration 18Q: 3 clusters Score -2138260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 54204 members Entering Unmasked Estep Score: -2138265.750000 Penalty: 992.323364 Iteration 19Q: 3 clusters Score -2138266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 54207 members Entering Unmasked Estep Score: -2138269.250000 Penalty: 992.323364 Iteration 20F: 3 clusters Score -2138269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 54207 members Entering Unmasked Estep Score: -2138270.500000 Penalty: 992.323364 Iteration 21Q: 3 clusters Score -2138270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 54209 members Entering Unmasked Estep Score: -2138270.750000 Penalty: 992.323364 Iteration 22Q: 3 clusters Score -2138271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 54211 members Entering Unmasked Estep Score: -2138271.750000 Penalty: 992.323364 Iteration 23Q: 3 clusters Score -2138272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 54212 members Entering Unmasked Estep Score: -2138272.750000 Penalty: 992.323364 Iteration 24Q: 3 clusters Score -2138273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 54213 members Entering Unmasked Estep Score: -2138272.000000 Penalty: 992.323364 Iteration 25Q: 3 clusters Score -2138272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 54214 members Entering Unmasked Estep Score: -2138274.000000 Penalty: 992.323364 Iteration 26Q: 3 clusters Score -2138274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 54213 members Entering Unmasked Estep Score: -2138272.000000 Penalty: 992.323364 Iteration 27Q: 3 clusters Score -2138272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 54213 members Entering Unmasked Estep Score: -2138272.000000 Penalty: 992.323364 Iteration 28F: 3 clusters Score -2138272 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Entering Unmasked Estep Score: -309444.062500 Penalty: 408.299042 Iteration 0F: 2 clusters Score -309444.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -304104.125000 Penalty: 816.598083 Iteration 0F: 3 clusters Score -304104.1 nChanged 3657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -306459.312500 Penalty: 816.598083 Iteration 1F: 3 clusters Score -306459.3 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -306888.531250 Penalty: 816.598083 Iteration 2F: 3 clusters Score -306888.5 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -307443.906250 Penalty: 816.598083 Iteration 3F: 3 clusters Score -307443.9 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -307994.843750 Penalty: 816.598083 Iteration 4F: 3 clusters Score -307994.8 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -308454.187500 Penalty: 816.598083 Iteration 5F: 3 clusters Score -308454.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -308818.656250 Penalty: 816.598083 Iteration 6Q: 3 clusters Score -308818.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -309031.312500 Penalty: 816.598083 Iteration 7Q: 3 clusters Score -309031.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -309137.875000 Penalty: 816.598083 Iteration 8Q: 3 clusters Score -309137.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -309203.750000 Penalty: 816.598083 Iteration 9Q: 3 clusters Score -309203.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -309234.906250 Penalty: 816.598083 Iteration 10Q: 3 clusters Score -309234.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -309252.437500 Penalty: 816.598083 Iteration 11Q: 3 clusters Score -309252.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -309265.250000 Penalty: 816.598083 Iteration 12Q: 3 clusters Score -309265.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -309274.343750 Penalty: 816.598083 Iteration 13Q: 3 clusters Score -309274.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -309280.562500 Penalty: 816.598083 Iteration 14Q: 3 clusters Score -309280.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -309285.218750 Penalty: 816.598083 Iteration 15Q: 3 clusters Score -309285.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -309288.156250 Penalty: 816.598083 Iteration 16Q: 3 clusters Score -309288.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -309291.281250 Penalty: 816.598083 Iteration 17Q: 3 clusters Score -309291.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -309294.187500 Penalty: 816.598083 Iteration 18Q: 3 clusters Score -309294.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -309295.156250 Penalty: 816.598083 Iteration 19Q: 3 clusters Score -309295.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -309295.937500 Penalty: 816.598083 Iteration 20F: 3 clusters Score -309295.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -309296.593750 Penalty: 816.598083 Iteration 21Q: 3 clusters Score -309296.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -309297.250000 Penalty: 816.598083 Iteration 22Q: 3 clusters Score -309297.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -309297.250000 Penalty: 816.598083 Iteration 23F: 3 clusters Score -309297.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -39902.792969 Penalty: 323.051239 Iteration 0F: 2 clusters Score -39902.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -39020.250000 Penalty: 646.102478 Iteration 0F: 3 clusters Score -39020.25 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -39391.812500 Penalty: 646.102478 Iteration 1F: 3 clusters Score -39391.81 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -39483.191406 Penalty: 646.102478 Iteration 2F: 3 clusters Score -39483.19 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -39544.648438 Penalty: 646.102478 Iteration 3F: 3 clusters Score -39544.65 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -39584.609375 Penalty: 646.102478 Iteration 4F: 3 clusters Score -39584.61 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -39615.675781 Penalty: 646.102478 Iteration 5Q: 3 clusters Score -39615.68 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -39656.289062 Penalty: 646.102478 Iteration 6Q: 3 clusters Score -39656.29 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -39701.644531 Penalty: 646.102478 Iteration 7F: 3 clusters Score -39701.64 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -39724.816406 Penalty: 646.102478 Iteration 8Q: 3 clusters Score -39724.82 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -39744.937500 Penalty: 646.102478 Iteration 9Q: 3 clusters Score -39744.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -39763.945312 Penalty: 646.102478 Iteration 10Q: 3 clusters Score -39763.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -39776.566406 Penalty: 646.102478 Iteration 11Q: 3 clusters Score -39776.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -39785.183594 Penalty: 646.102478 Iteration 12Q: 3 clusters Score -39785.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -39790.433594 Penalty: 646.102478 Iteration 13Q: 3 clusters Score -39790.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -39797.906250 Penalty: 646.102478 Iteration 14Q: 3 clusters Score -39797.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -39802.691406 Penalty: 646.102478 Iteration 15Q: 3 clusters Score -39802.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -39804.433594 Penalty: 646.102478 Iteration 16Q: 3 clusters Score -39804.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -39805.675781 Penalty: 646.102478 Iteration 17Q: 3 clusters Score -39805.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -39805.675781 Penalty: 646.102478 Iteration 18F: 3 clusters Score -39805.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Entering Unmasked Estep Score: -76324.945312 Penalty: 346.045349 Iteration 0F: 2 clusters Score -76324.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -74871.445312 Penalty: 692.090698 Iteration 0F: 3 clusters Score -74871.45 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -75370.414062 Penalty: 692.090698 Iteration 1F: 3 clusters Score -75370.41 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -75509.000000 Penalty: 692.090698 Iteration 2F: 3 clusters Score -75509 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -75630.289062 Penalty: 692.090698 Iteration 3F: 3 clusters Score -75630.29 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -75735.734375 Penalty: 692.090698 Iteration 4F: 3 clusters Score -75735.73 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -75816.476562 Penalty: 692.090698 Iteration 5F: 3 clusters Score -75816.48 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -75872.375000 Penalty: 692.090698 Iteration 6Q: 3 clusters Score -75872.38 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -75915.421875 Penalty: 692.090698 Iteration 7Q: 3 clusters Score -75915.42 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -75943.757812 Penalty: 692.090698 Iteration 8Q: 3 clusters Score -75943.76 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -75967.968750 Penalty: 692.090698 Iteration 9Q: 3 clusters Score -75967.97 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -75975.953125 Penalty: 692.090698 Iteration 10Q: 3 clusters Score -75975.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -75980.210938 Penalty: 692.090698 Iteration 11Q: 3 clusters Score -75980.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -75983.523438 Penalty: 692.090698 Iteration 12Q: 3 clusters Score -75983.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -75986.437500 Penalty: 692.090698 Iteration 13Q: 3 clusters Score -75986.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -75988.968750 Penalty: 692.090698 Iteration 14Q: 3 clusters Score -75988.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -75991.070312 Penalty: 692.090698 Iteration 15Q: 3 clusters Score -75991.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -75992.054688 Penalty: 692.090698 Iteration 16Q: 3 clusters Score -75992.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -75992.671875 Penalty: 692.090698 Iteration 17Q: 3 clusters Score -75992.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -75992.929688 Penalty: 692.090698 Iteration 18Q: 3 clusters Score -75992.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -75992.953125 Penalty: 692.090698 Iteration 19Q: 3 clusters Score -75992.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -75992.953125 Penalty: 692.090698 Iteration 20F: 3 clusters Score -75992.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Entering Unmasked Estep Score: -476549.656250 Penalty: 424.940369 Iteration 0F: 2 clusters Score -476549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -468974.312500 Penalty: 849.880737 Iteration 0F: 3 clusters Score -468974.3 nChanged 5278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -472127.281250 Penalty: 849.880737 Iteration 1F: 3 clusters Score -472127.3 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -472518.218750 Penalty: 849.880737 Iteration 2F: 3 clusters Score -472518.2 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -472982.156250 Penalty: 849.880737 Iteration 3F: 3 clusters Score -472982.2 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -473583.843750 Penalty: 849.880737 Iteration 4F: 3 clusters Score -473583.8 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -474242.156250 Penalty: 849.880737 Iteration 5F: 3 clusters Score -474242.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -474768.062500 Penalty: 849.880737 Iteration 6F: 3 clusters Score -474768.1 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -475160.593750 Penalty: 849.880737 Iteration 7Q: 3 clusters Score -475160.6 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -475434.343750 Penalty: 849.880737 Iteration 8Q: 3 clusters Score -475434.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -475635.531250 Penalty: 849.880737 Iteration 9Q: 3 clusters Score -475635.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -475804.562500 Penalty: 849.880737 Iteration 10Q: 3 clusters Score -475804.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -475929.500000 Penalty: 849.880737 Iteration 11Q: 3 clusters Score -475929.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -476019.875000 Penalty: 849.880737 Iteration 12Q: 3 clusters Score -476019.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -476073.250000 Penalty: 849.880737 Iteration 13Q: 3 clusters Score -476073.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -476111.906250 Penalty: 849.880737 Iteration 14Q: 3 clusters Score -476111.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -476133.093750 Penalty: 849.880737 Iteration 15Q: 3 clusters Score -476133.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -476144.062500 Penalty: 849.880737 Iteration 16Q: 3 clusters Score -476144.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -476149.687500 Penalty: 849.880737 Iteration 17Q: 3 clusters Score -476149.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -476152.906250 Penalty: 849.880737 Iteration 18Q: 3 clusters Score -476152.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -476156.093750 Penalty: 849.880737 Iteration 19Q: 3 clusters Score -476156.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -476158.062500 Penalty: 849.880737 Iteration 20F: 3 clusters Score -476158.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -476162.312500 Penalty: 849.880737 Iteration 21Q: 3 clusters Score -476162.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -476166.156250 Penalty: 849.880737 Iteration 22Q: 3 clusters Score -476166.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -476169.906250 Penalty: 849.880737 Iteration 23Q: 3 clusters Score -476169.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -476172.031250 Penalty: 849.880737 Iteration 24Q: 3 clusters Score -476172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -476173.218750 Penalty: 849.880737 Iteration 25Q: 3 clusters Score -476173.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -476175.250000 Penalty: 849.880737 Iteration 26Q: 3 clusters Score -476175.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -476175.937500 Penalty: 849.880737 Iteration 27Q: 3 clusters Score -476175.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -476176.750000 Penalty: 849.880737 Iteration 28Q: 3 clusters Score -476176.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -476177.343750 Penalty: 849.880737 Iteration 29Q: 3 clusters Score -476177.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -476178.750000 Penalty: 849.880737 Iteration 30Q: 3 clusters Score -476178.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -476180.000000 Penalty: 849.880737 Iteration 31Q: 3 clusters Score -476180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -476180.437500 Penalty: 849.880737 Iteration 32Q: 3 clusters Score -476180.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -476180.437500 Penalty: 849.880737 Iteration 33F: 3 clusters Score -476180.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Entering Unmasked Estep Score: -78953.679688 Penalty: 346.406281 Iteration 0F: 2 clusters Score -78953.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -77487.085938 Penalty: 692.812561 Iteration 0F: 3 clusters Score -77487.09 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -77978.640625 Penalty: 692.812561 Iteration 1F: 3 clusters Score -77978.64 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -78100.570312 Penalty: 692.812561 Iteration 2F: 3 clusters Score -78100.57 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -78193.531250 Penalty: 692.812561 Iteration 3F: 3 clusters Score -78193.53 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -78275.109375 Penalty: 692.812561 Iteration 4F: 3 clusters Score -78275.11 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -78330.398438 Penalty: 692.812561 Iteration 5Q: 3 clusters Score -78330.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -78396.335938 Penalty: 692.812561 Iteration 6Q: 3 clusters Score -78396.34 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -78469.203125 Penalty: 692.812561 Iteration 7Q: 3 clusters Score -78469.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -78516.546875 Penalty: 692.812561 Iteration 8Q: 3 clusters Score -78516.55 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -78557.140625 Penalty: 692.812561 Iteration 9Q: 3 clusters Score -78557.14 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -78578.789062 Penalty: 692.812561 Iteration 10Q: 3 clusters Score -78578.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -78591.562500 Penalty: 692.812561 Iteration 11Q: 3 clusters Score -78591.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -78603.335938 Penalty: 692.812561 Iteration 12Q: 3 clusters Score -78603.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -78615.312500 Penalty: 692.812561 Iteration 13Q: 3 clusters Score -78615.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -78624.101562 Penalty: 692.812561 Iteration 14Q: 3 clusters Score -78624.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -78629.890625 Penalty: 692.812561 Iteration 15Q: 3 clusters Score -78629.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -78632.515625 Penalty: 692.812561 Iteration 16Q: 3 clusters Score -78632.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -78633.179688 Penalty: 692.812561 Iteration 17Q: 3 clusters Score -78633.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -78635.851562 Penalty: 692.812561 Iteration 18Q: 3 clusters Score -78635.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -78638.781250 Penalty: 692.812561 Iteration 19Q: 3 clusters Score -78638.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -78642.039062 Penalty: 692.812561 Iteration 20F: 3 clusters Score -78642.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -78644.476562 Penalty: 692.812561 Iteration 21Q: 3 clusters Score -78644.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -78647.195312 Penalty: 692.812561 Iteration 22Q: 3 clusters Score -78647.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -78650.093750 Penalty: 692.812561 Iteration 23Q: 3 clusters Score -78650.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -78653.085938 Penalty: 692.812561 Iteration 24Q: 3 clusters Score -78653.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -78653.992188 Penalty: 692.812561 Iteration 25Q: 3 clusters Score -78653.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -78654.406250 Penalty: 692.812561 Iteration 26Q: 3 clusters Score -78654.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -78655.039062 Penalty: 692.812561 Iteration 27Q: 3 clusters Score -78655.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -78657.039062 Penalty: 692.812561 Iteration 28Q: 3 clusters Score -78657.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -78658.515625 Penalty: 692.812561 Iteration 29Q: 3 clusters Score -78658.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -78660.609375 Penalty: 692.812561 Iteration 30Q: 3 clusters Score -78660.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -78663.125000 Penalty: 692.812561 Iteration 31Q: 3 clusters Score -78663.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -78664.085938 Penalty: 692.812561 Iteration 32Q: 3 clusters Score -78664.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -78664.085938 Penalty: 692.812561 Iteration 33F: 3 clusters Score -78664.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -14066.794922 Penalty: 273.176880 Iteration 0F: 2 clusters Score -14066.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13637.921875 Penalty: 546.353760 Iteration 0F: 3 clusters Score -13637.92 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13742.711914 Penalty: 546.353760 Iteration 1F: 3 clusters Score -13742.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13773.064453 Penalty: 546.353760 Iteration 2F: 3 clusters Score -13773.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13791.791016 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -13791.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13804.177734 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -13804.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13807.130859 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -13807.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13809.427734 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -13809.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13812.491211 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -13812.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13813.095703 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -13813.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13813.095703 Penalty: 546.353760 Iteration 9F: 3 clusters Score -13813.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Entering Unmasked Estep Score: -358811.250000 Penalty: 415.098236 Iteration 0F: 2 clusters Score -358811.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -352661.000000 Penalty: 830.196472 Iteration 0F: 3 clusters Score -352661 nChanged 4260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -355090.562500 Penalty: 830.196472 Iteration 1F: 3 clusters Score -355090.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -355277.781250 Penalty: 830.196472 Iteration 2F: 3 clusters Score -355277.8 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -355488.656250 Penalty: 830.196472 Iteration 3F: 3 clusters Score -355488.7 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -355742.468750 Penalty: 830.196472 Iteration 4F: 3 clusters Score -355742.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -356026.062500 Penalty: 830.196472 Iteration 5F: 3 clusters Score -356026.1 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -356374.468750 Penalty: 830.196472 Iteration 6F: 3 clusters Score -356374.5 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -356737.656250 Penalty: 830.196472 Iteration 7F: 3 clusters Score -356737.7 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -357007.250000 Penalty: 830.196472 Iteration 8Q: 3 clusters Score -357007.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -357241.406250 Penalty: 830.196472 Iteration 9Q: 3 clusters Score -357241.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -357434.125000 Penalty: 830.196472 Iteration 10Q: 3 clusters Score -357434.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -357580.281250 Penalty: 830.196472 Iteration 11Q: 3 clusters Score -357580.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -357665.781250 Penalty: 830.196472 Iteration 12Q: 3 clusters Score -357665.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -357745.437500 Penalty: 830.196472 Iteration 13Q: 3 clusters Score -357745.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -357814.250000 Penalty: 830.196472 Iteration 14Q: 3 clusters Score -357814.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -357867.281250 Penalty: 830.196472 Iteration 15Q: 3 clusters Score -357867.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -357917.156250 Penalty: 830.196472 Iteration 16Q: 3 clusters Score -357917.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -357953.531250 Penalty: 830.196472 Iteration 17Q: 3 clusters Score -357953.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -357981.468750 Penalty: 830.196472 Iteration 18Q: 3 clusters Score -357981.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -358005.718750 Penalty: 830.196472 Iteration 19Q: 3 clusters Score -358005.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -358028.906250 Penalty: 830.196472 Iteration 20F: 3 clusters Score -358028.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -358056.656250 Penalty: 830.196472 Iteration 21Q: 3 clusters Score -358056.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -358086.718750 Penalty: 830.196472 Iteration 22Q: 3 clusters Score -358086.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -358118.062500 Penalty: 830.196472 Iteration 23Q: 3 clusters Score -358118.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -358153.281250 Penalty: 830.196472 Iteration 24Q: 3 clusters Score -358153.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -358186.156250 Penalty: 830.196472 Iteration 25Q: 3 clusters Score -358186.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -358216.500000 Penalty: 830.196472 Iteration 26Q: 3 clusters Score -358216.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -358250.656250 Penalty: 830.196472 Iteration 27Q: 3 clusters Score -358250.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -358280.218750 Penalty: 830.196472 Iteration 28Q: 3 clusters Score -358280.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -358301.812500 Penalty: 830.196472 Iteration 29Q: 3 clusters Score -358301.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -358323.843750 Penalty: 830.196472 Iteration 30Q: 3 clusters Score -358323.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -358349.531250 Penalty: 830.196472 Iteration 31Q: 3 clusters Score -358349.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -358372.781250 Penalty: 830.196472 Iteration 32Q: 3 clusters Score -358372.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -358394.906250 Penalty: 830.196472 Iteration 33Q: 3 clusters Score -358394.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -358419.406250 Penalty: 830.196472 Iteration 34Q: 3 clusters Score -358419.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -358442.906250 Penalty: 830.196472 Iteration 35Q: 3 clusters Score -358442.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -358461.781250 Penalty: 830.196472 Iteration 36Q: 3 clusters Score -358461.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -358483.937500 Penalty: 830.196472 Iteration 37Q: 3 clusters Score -358483.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -358498.406250 Penalty: 830.196472 Iteration 38Q: 3 clusters Score -358498.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -358511.468750 Penalty: 830.196472 Iteration 39Q: 3 clusters Score -358511.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -358524.312500 Penalty: 830.196472 Iteration 40F: 3 clusters Score -358524.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -358531.968750 Penalty: 830.196472 Iteration 41Q: 3 clusters Score -358532 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -358536.437500 Penalty: 830.196472 Iteration 42Q: 3 clusters Score -358536.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -358540.593750 Penalty: 830.196472 Iteration 43Q: 3 clusters Score -358540.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -358545.125000 Penalty: 830.196472 Iteration 44Q: 3 clusters Score -358545.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -358546.437500 Penalty: 830.196472 Iteration 45Q: 3 clusters Score -358546.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -358548.187500 Penalty: 830.196472 Iteration 46Q: 3 clusters Score -358548.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -358551.375000 Penalty: 830.196472 Iteration 47Q: 3 clusters Score -358551.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -358553.218750 Penalty: 830.196472 Iteration 48Q: 3 clusters Score -358553.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -358554.687500 Penalty: 830.196472 Iteration 49Q: 3 clusters Score -358554.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -358556.875000 Penalty: 830.196472 Iteration 50Q: 3 clusters Score -358556.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -358557.343750 Penalty: 830.196472 Iteration 51Q: 3 clusters Score -358557.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -358557.750000 Penalty: 830.196472 Iteration 52Q: 3 clusters Score -358557.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -358558.312500 Penalty: 830.196472 Iteration 53Q: 3 clusters Score -358558.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -358559.750000 Penalty: 830.196472 Iteration 54Q: 3 clusters Score -358559.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -358559.968750 Penalty: 830.196472 Iteration 55Q: 3 clusters Score -358560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -358561.125000 Penalty: 830.196472 Iteration 56Q: 3 clusters Score -358561.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -358562.062500 Penalty: 830.196472 Iteration 57Q: 3 clusters Score -358562.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -358563.812500 Penalty: 830.196472 Iteration 58Q: 3 clusters Score -358563.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -358564.343750 Penalty: 830.196472 Iteration 59Q: 3 clusters Score -358564.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -358563.812500 Penalty: 830.196472 Iteration 60F: 3 clusters Score -358563.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -358564.406250 Penalty: 830.196472 Iteration 61Q: 3 clusters Score -358564.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -358564.843750 Penalty: 830.196472 Iteration 62Q: 3 clusters Score -358564.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -358564.843750 Penalty: 830.196472 Iteration 63F: 3 clusters Score -358564.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Entering Unmasked Estep Score: -323078.125000 Penalty: 409.600494 Iteration 0F: 2 clusters Score -323078.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -317615.437500 Penalty: 819.200989 Iteration 0F: 3 clusters Score -317615.4 nChanged 3769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -319647.406250 Penalty: 819.200989 Iteration 1F: 3 clusters Score -319647.4 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -319869.875000 Penalty: 819.200989 Iteration 2F: 3 clusters Score -319869.9 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -320119.468750 Penalty: 819.200989 Iteration 3F: 3 clusters Score -320119.5 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -320421.593750 Penalty: 819.200989 Iteration 4F: 3 clusters Score -320421.6 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -320819.156250 Penalty: 819.200989 Iteration 5F: 3 clusters Score -320819.2 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -321226.062500 Penalty: 819.200989 Iteration 6F: 3 clusters Score -321226.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -321582.468750 Penalty: 819.200989 Iteration 7F: 3 clusters Score -321582.5 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -321861.375000 Penalty: 819.200989 Iteration 8Q: 3 clusters Score -321861.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -322063.500000 Penalty: 819.200989 Iteration 9Q: 3 clusters Score -322063.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -322192.968750 Penalty: 819.200989 Iteration 10Q: 3 clusters Score -322193 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -322288.781250 Penalty: 819.200989 Iteration 11Q: 3 clusters Score -322288.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -322336.125000 Penalty: 819.200989 Iteration 12Q: 3 clusters Score -322336.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -322376.000000 Penalty: 819.200989 Iteration 13Q: 3 clusters Score -322376 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -322409.781250 Penalty: 819.200989 Iteration 14Q: 3 clusters Score -322409.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -322447.187500 Penalty: 819.200989 Iteration 15Q: 3 clusters Score -322447.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -322478.562500 Penalty: 819.200989 Iteration 16Q: 3 clusters Score -322478.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -322515.250000 Penalty: 819.200989 Iteration 17Q: 3 clusters Score -322515.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -322544.062500 Penalty: 819.200989 Iteration 18Q: 3 clusters Score -322544.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -322559.781250 Penalty: 819.200989 Iteration 19Q: 3 clusters Score -322559.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -322571.312500 Penalty: 819.200989 Iteration 20F: 3 clusters Score -322571.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -322583.156250 Penalty: 819.200989 Iteration 21Q: 3 clusters Score -322583.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -322593.875000 Penalty: 819.200989 Iteration 22Q: 3 clusters Score -322593.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -322604.062500 Penalty: 819.200989 Iteration 23Q: 3 clusters Score -322604.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -322612.625000 Penalty: 819.200989 Iteration 24Q: 3 clusters Score -322612.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -322620.718750 Penalty: 819.200989 Iteration 25Q: 3 clusters Score -322620.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -322629.906250 Penalty: 819.200989 Iteration 26Q: 3 clusters Score -322629.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -322637.125000 Penalty: 819.200989 Iteration 27Q: 3 clusters Score -322637.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -322646.625000 Penalty: 819.200989 Iteration 28Q: 3 clusters Score -322646.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -322658.187500 Penalty: 819.200989 Iteration 29Q: 3 clusters Score -322658.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -322667.781250 Penalty: 819.200989 Iteration 30Q: 3 clusters Score -322667.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -322672.218750 Penalty: 819.200989 Iteration 31Q: 3 clusters Score -322672.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -322675.281250 Penalty: 819.200989 Iteration 32Q: 3 clusters Score -322675.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -322679.718750 Penalty: 819.200989 Iteration 33Q: 3 clusters Score -322679.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -322684.343750 Penalty: 819.200989 Iteration 34Q: 3 clusters Score -322684.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -322693.062500 Penalty: 819.200989 Iteration 35Q: 3 clusters Score -322693.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -322700.062500 Penalty: 819.200989 Iteration 36Q: 3 clusters Score -322700.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -322708.031250 Penalty: 819.200989 Iteration 37Q: 3 clusters Score -322708 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -322716.031250 Penalty: 819.200989 Iteration 38Q: 3 clusters Score -322716 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -322719.718750 Penalty: 819.200989 Iteration 39Q: 3 clusters Score -322719.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -322723.000000 Penalty: 819.200989 Iteration 40F: 3 clusters Score -322723 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -322725.312500 Penalty: 819.200989 Iteration 41Q: 3 clusters Score -322725.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -322728.281250 Penalty: 819.200989 Iteration 42Q: 3 clusters Score -322728.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -322731.375000 Penalty: 819.200989 Iteration 43Q: 3 clusters Score -322731.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -322736.531250 Penalty: 819.200989 Iteration 44Q: 3 clusters Score -322736.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -322741.812500 Penalty: 819.200989 Iteration 45Q: 3 clusters Score -322741.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -322750.406250 Penalty: 819.200989 Iteration 46Q: 3 clusters Score -322750.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -322756.718750 Penalty: 819.200989 Iteration 47Q: 3 clusters Score -322756.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -322762.406250 Penalty: 819.200989 Iteration 48Q: 3 clusters Score -322762.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -322764.750000 Penalty: 819.200989 Iteration 49Q: 3 clusters Score -322764.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -322765.187500 Penalty: 819.200989 Iteration 50Q: 3 clusters Score -322765.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -322766.750000 Penalty: 819.200989 Iteration 51Q: 3 clusters Score -322766.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -322768.343750 Penalty: 819.200989 Iteration 52Q: 3 clusters Score -322768.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -322769.531250 Penalty: 819.200989 Iteration 53Q: 3 clusters Score -322769.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -322770.375000 Penalty: 819.200989 Iteration 54Q: 3 clusters Score -322770.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -322771.406250 Penalty: 819.200989 Iteration 55Q: 3 clusters Score -322771.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -322772.843750 Penalty: 819.200989 Iteration 56Q: 3 clusters Score -322772.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -322773.968750 Penalty: 819.200989 Iteration 57Q: 3 clusters Score -322774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -322776.406250 Penalty: 819.200989 Iteration 58Q: 3 clusters Score -322776.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -322778.781250 Penalty: 819.200989 Iteration 59Q: 3 clusters Score -322778.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -322779.125000 Penalty: 819.200989 Iteration 60F: 3 clusters Score -322779.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -322779.937500 Penalty: 819.200989 Iteration 61Q: 3 clusters Score -322779.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -322780.875000 Penalty: 819.200989 Iteration 62Q: 3 clusters Score -322780.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -322781.281250 Penalty: 819.200989 Iteration 63Q: 3 clusters Score -322781.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -322783.062500 Penalty: 819.200989 Iteration 64Q: 3 clusters Score -322783.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -322783.906250 Penalty: 819.200989 Iteration 65Q: 3 clusters Score -322783.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -322786.250000 Penalty: 819.200989 Iteration 66Q: 3 clusters Score -322786.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -322788.500000 Penalty: 819.200989 Iteration 67Q: 3 clusters Score -322788.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -322790.093750 Penalty: 819.200989 Iteration 68Q: 3 clusters Score -322790.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -322790.531250 Penalty: 819.200989 Iteration 69Q: 3 clusters Score -322790.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -322790.500000 Penalty: 819.200989 Iteration 70Q: 3 clusters Score -322790.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -322790.500000 Penalty: 819.200989 Iteration 71F: 3 clusters Score -322790.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Entering Unmasked Estep Score: -504551.812500 Penalty: 430.586121 Iteration 0F: 2 clusters Score -504551.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -495965.625000 Penalty: 861.172241 Iteration 0F: 3 clusters Score -495965.6 nChanged 6044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -499508.187500 Penalty: 861.172241 Iteration 1F: 3 clusters Score -499508.2 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -499707.906250 Penalty: 861.172241 Iteration 2Q: 3 clusters Score -499707.9 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -499929.906250 Penalty: 861.172241 Iteration 3Q: 3 clusters Score -499929.9 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -500181.968750 Penalty: 861.172241 Iteration 4Q: 3 clusters Score -500182 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -500498.000000 Penalty: 861.172241 Iteration 5Q: 3 clusters Score -500498 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -500850.562500 Penalty: 861.172241 Iteration 6F: 3 clusters Score -500850.6 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -501203.062500 Penalty: 861.172241 Iteration 7F: 3 clusters Score -501203.1 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -501593.687500 Penalty: 861.172241 Iteration 8Q: 3 clusters Score -501593.7 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -502027.156250 Penalty: 861.172241 Iteration 9Q: 3 clusters Score -502027.2 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -502398.093750 Penalty: 861.172241 Iteration 10Q: 3 clusters Score -502398.1 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -502597.937500 Penalty: 861.172241 Iteration 11Q: 3 clusters Score -502597.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -502690.343750 Penalty: 861.172241 Iteration 12Q: 3 clusters Score -502690.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -502752.906250 Penalty: 861.172241 Iteration 13Q: 3 clusters Score -502752.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -502793.562500 Penalty: 861.172241 Iteration 14Q: 3 clusters Score -502793.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -502816.937500 Penalty: 861.172241 Iteration 15Q: 3 clusters Score -502816.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -502837.062500 Penalty: 861.172241 Iteration 16Q: 3 clusters Score -502837.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -502855.281250 Penalty: 861.172241 Iteration 17Q: 3 clusters Score -502855.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -502871.937500 Penalty: 861.172241 Iteration 18Q: 3 clusters Score -502871.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -502885.937500 Penalty: 861.172241 Iteration 19Q: 3 clusters Score -502885.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -502902.218750 Penalty: 861.172241 Iteration 20F: 3 clusters Score -502902.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -502914.625000 Penalty: 861.172241 Iteration 21Q: 3 clusters Score -502914.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 9096 members Entering Unmasked Estep Score: -502925.218750 Penalty: 861.172241 Iteration 22Q: 3 clusters Score -502925.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -502938.750000 Penalty: 861.172241 Iteration 23Q: 3 clusters Score -502938.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -502956.750000 Penalty: 861.172241 Iteration 24Q: 3 clusters Score -502956.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -502974.843750 Penalty: 861.172241 Iteration 25Q: 3 clusters Score -502974.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -502996.406250 Penalty: 861.172241 Iteration 26Q: 3 clusters Score -502996.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -503009.437500 Penalty: 861.172241 Iteration 27Q: 3 clusters Score -503009.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -503028.468750 Penalty: 861.172241 Iteration 28Q: 3 clusters Score -503028.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -503052.250000 Penalty: 861.172241 Iteration 29Q: 3 clusters Score -503052.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -503077.812500 Penalty: 861.172241 Iteration 30Q: 3 clusters Score -503077.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -503102.343750 Penalty: 861.172241 Iteration 31Q: 3 clusters Score -503102.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -503129.718750 Penalty: 861.172241 Iteration 32Q: 3 clusters Score -503129.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -503156.406250 Penalty: 861.172241 Iteration 33Q: 3 clusters Score -503156.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -503182.781250 Penalty: 861.172241 Iteration 34Q: 3 clusters Score -503182.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -503209.875000 Penalty: 861.172241 Iteration 35Q: 3 clusters Score -503209.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -503238.156250 Penalty: 861.172241 Iteration 36Q: 3 clusters Score -503238.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -503268.406250 Penalty: 861.172241 Iteration 37Q: 3 clusters Score -503268.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -503303.312500 Penalty: 861.172241 Iteration 38Q: 3 clusters Score -503303.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -503351.281250 Penalty: 861.172241 Iteration 39Q: 3 clusters Score -503351.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -503402.093750 Penalty: 861.172241 Iteration 40F: 3 clusters Score -503402.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -503459.781250 Penalty: 861.172241 Iteration 41Q: 3 clusters Score -503459.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -503516.750000 Penalty: 861.172241 Iteration 42Q: 3 clusters Score -503516.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -503581.718750 Penalty: 861.172241 Iteration 43Q: 3 clusters Score -503581.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -503653.625000 Penalty: 861.172241 Iteration 44Q: 3 clusters Score -503653.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 11938 members Entering Unmasked Estep Score: -503709.093750 Penalty: 861.172241 Iteration 45Q: 3 clusters Score -503709.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -503778.375000 Penalty: 861.172241 Iteration 46Q: 3 clusters Score -503778.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -503843.343750 Penalty: 861.172241 Iteration 47Q: 3 clusters Score -503843.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 12330 members Entering Unmasked Estep Score: -503914.437500 Penalty: 861.172241 Iteration 48Q: 3 clusters Score -503914.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -503984.500000 Penalty: 861.172241 Iteration 49Q: 3 clusters Score -503984.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -504043.562500 Penalty: 861.172241 Iteration 50Q: 3 clusters Score -504043.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -504086.656250 Penalty: 861.172241 Iteration 51Q: 3 clusters Score -504086.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -504118.187500 Penalty: 861.172241 Iteration 52Q: 3 clusters Score -504118.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -504137.250000 Penalty: 861.172241 Iteration 53Q: 3 clusters Score -504137.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -504152.812500 Penalty: 861.172241 Iteration 54Q: 3 clusters Score -504152.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -504169.156250 Penalty: 861.172241 Iteration 55Q: 3 clusters Score -504169.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 12731 members Entering Unmasked Estep Score: -504176.781250 Penalty: 861.172241 Iteration 56Q: 3 clusters Score -504176.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -504181.687500 Penalty: 861.172241 Iteration 57Q: 3 clusters Score -504181.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -504186.187500 Penalty: 861.172241 Iteration 58Q: 3 clusters Score -504186.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -504191.031250 Penalty: 861.172241 Iteration 59Q: 3 clusters Score -504191 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -504194.281250 Penalty: 861.172241 Iteration 60F: 3 clusters Score -504194.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -504195.437500 Penalty: 861.172241 Iteration 61Q: 3 clusters Score -504195.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -504195.843750 Penalty: 861.172241 Iteration 62Q: 3 clusters Score -504195.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -504195.843750 Penalty: 861.172241 Iteration 63F: 3 clusters Score -504195.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (34189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34189 members Entering Unmasked Estep Score: -1377423.250000 Penalty: 475.004486 Iteration 0F: 2 clusters Score -1377423 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17209 members Mstep: Class 2 contains 16980 members Entering Unmasked Estep Score: -1354667.750000 Penalty: 950.008972 Iteration 0F: 3 clusters Score -1354668 nChanged 16387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18894 members Mstep: Class 2 contains 15295 members Entering Unmasked Estep Score: -1365477.625000 Penalty: 950.008972 Iteration 1F: 3 clusters Score -1365478 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19495 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -1367157.875000 Penalty: 950.008972 Iteration 2F: 3 clusters Score -1367158 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20229 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -1369342.000000 Penalty: 950.008972 Iteration 3F: 3 clusters Score -1369342 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20797 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1371037.125000 Penalty: 950.008972 Iteration 4F: 3 clusters Score -1371037 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21259 members Mstep: Class 2 contains 12930 members Entering Unmasked Estep Score: -1371808.250000 Penalty: 950.008972 Iteration 5Q: 3 clusters Score -1371808 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -1372122.750000 Penalty: 950.008972 Iteration 6Q: 3 clusters Score -1372123 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -1372299.000000 Penalty: 950.008972 Iteration 7Q: 3 clusters Score -1372299 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -1372420.125000 Penalty: 950.008972 Iteration 8Q: 3 clusters Score -1372420 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22902 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -1372528.500000 Penalty: 950.008972 Iteration 9Q: 3 clusters Score -1372528 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -1372656.000000 Penalty: 950.008972 Iteration 10Q: 3 clusters Score -1372656 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23776 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1372790.375000 Penalty: 950.008972 Iteration 11Q: 3 clusters Score -1372790 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24189 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -1372901.375000 Penalty: 950.008972 Iteration 12Q: 3 clusters Score -1372901 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -1373008.500000 Penalty: 950.008972 Iteration 13Q: 3 clusters Score -1373008 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24998 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -1373127.000000 Penalty: 950.008972 Iteration 14Q: 3 clusters Score -1373127 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25448 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -1373258.000000 Penalty: 950.008972 Iteration 15Q: 3 clusters Score -1373258 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25905 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -1373395.000000 Penalty: 950.008972 Iteration 16Q: 3 clusters Score -1373395 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26404 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -1373544.625000 Penalty: 950.008972 Iteration 17Q: 3 clusters Score -1373545 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26957 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1373743.875000 Penalty: 950.008972 Iteration 18Q: 3 clusters Score -1373744 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27565 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -1373972.375000 Penalty: 950.008972 Iteration 19Q: 3 clusters Score -1373972 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28173 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1374215.750000 Penalty: 950.008972 Iteration 20F: 3 clusters Score -1374216 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28829 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1374505.375000 Penalty: 950.008972 Iteration 21Q: 3 clusters Score -1374505 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29476 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -1374813.375000 Penalty: 950.008972 Iteration 22Q: 3 clusters Score -1374813 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30124 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1375135.625000 Penalty: 950.008972 Iteration 23Q: 3 clusters Score -1375136 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30742 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1375439.250000 Penalty: 950.008972 Iteration 24Q: 3 clusters Score -1375439 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31321 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1375735.500000 Penalty: 950.008972 Iteration 25Q: 3 clusters Score -1375736 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31847 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1376002.000000 Penalty: 950.008972 Iteration 26Q: 3 clusters Score -1376002 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32312 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1376247.125000 Penalty: 950.008972 Iteration 27Q: 3 clusters Score -1376247 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1376452.875000 Penalty: 950.008972 Iteration 28Q: 3 clusters Score -1376453 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33011 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1376596.625000 Penalty: 950.008972 Iteration 29Q: 3 clusters Score -1376597 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33233 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1376699.875000 Penalty: 950.008972 Iteration 30Q: 3 clusters Score -1376700 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33421 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1376786.750000 Penalty: 950.008972 Iteration 31Q: 3 clusters Score -1376787 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33555 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1376844.875000 Penalty: 950.008972 Iteration 32Q: 3 clusters Score -1376845 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33652 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1376898.250000 Penalty: 950.008972 Iteration 33Q: 3 clusters Score -1376898 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33730 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1376935.875000 Penalty: 950.008972 Iteration 34Q: 3 clusters Score -1376936 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33787 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1376962.625000 Penalty: 950.008972 Iteration 35Q: 3 clusters Score -1376963 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33822 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1376976.750000 Penalty: 950.008972 Iteration 36Q: 3 clusters Score -1376977 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33846 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1376987.125000 Penalty: 950.008972 Iteration 37Q: 3 clusters Score -1376987 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33864 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1377000.375000 Penalty: 950.008972 Iteration 38Q: 3 clusters Score -1377000 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33881 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1377009.750000 Penalty: 950.008972 Iteration 39Q: 3 clusters Score -1377010 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33898 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1377013.250000 Penalty: 950.008972 Iteration 40F: 3 clusters Score -1377013 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33914 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1377021.750000 Penalty: 950.008972 Iteration 41Q: 3 clusters Score -1377022 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33932 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1377029.625000 Penalty: 950.008972 Iteration 42Q: 3 clusters Score -1377030 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33951 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1377041.375000 Penalty: 950.008972 Iteration 43Q: 3 clusters Score -1377041 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33964 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1377047.375000 Penalty: 950.008972 Iteration 44Q: 3 clusters Score -1377047 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33969 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -1377052.625000 Penalty: 950.008972 Iteration 45Q: 3 clusters Score -1377053 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33975 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1377057.375000 Penalty: 950.008972 Iteration 46Q: 3 clusters Score -1377057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33974 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -1377060.250000 Penalty: 950.008972 Iteration 47Q: 3 clusters Score -1377060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33978 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -1377060.375000 Penalty: 950.008972 Iteration 48Q: 3 clusters Score -1377060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33980 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1377061.500000 Penalty: 950.008972 Iteration 49Q: 3 clusters Score -1377062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33981 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -1377061.625000 Penalty: 950.008972 Iteration 50Q: 3 clusters Score -1377062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33981 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -1377061.625000 Penalty: 950.008972 Iteration 51F: 3 clusters Score -1377062 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Entering Unmasked Estep Score: -185337.171875 Penalty: 387.822571 Iteration 0F: 2 clusters Score -185337.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -181943.796875 Penalty: 775.645142 Iteration 0F: 3 clusters Score -181943.8 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -183411.171875 Penalty: 775.645142 Iteration 1F: 3 clusters Score -183411.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -183700.250000 Penalty: 775.645142 Iteration 2F: 3 clusters Score -183700.2 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -184114.375000 Penalty: 775.645142 Iteration 3F: 3 clusters Score -184114.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -184425.906250 Penalty: 775.645142 Iteration 4F: 3 clusters Score -184425.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -184584.078125 Penalty: 775.645142 Iteration 5Q: 3 clusters Score -184584.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -184667.062500 Penalty: 775.645142 Iteration 6Q: 3 clusters Score -184667.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -184698.453125 Penalty: 775.645142 Iteration 7Q: 3 clusters Score -184698.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -184714.718750 Penalty: 775.645142 Iteration 8Q: 3 clusters Score -184714.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -184724.812500 Penalty: 775.645142 Iteration 9Q: 3 clusters Score -184724.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -184739.078125 Penalty: 775.645142 Iteration 10Q: 3 clusters Score -184739.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -184749.718750 Penalty: 775.645142 Iteration 11Q: 3 clusters Score -184749.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -184759.234375 Penalty: 775.645142 Iteration 12Q: 3 clusters Score -184759.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -184765.562500 Penalty: 775.645142 Iteration 13Q: 3 clusters Score -184765.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -184770.359375 Penalty: 775.645142 Iteration 14Q: 3 clusters Score -184770.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -184772.703125 Penalty: 775.645142 Iteration 15Q: 3 clusters Score -184772.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -184775.640625 Penalty: 775.645142 Iteration 16Q: 3 clusters Score -184775.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -184780.109375 Penalty: 775.645142 Iteration 17Q: 3 clusters Score -184780.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -184784.812500 Penalty: 775.645142 Iteration 18Q: 3 clusters Score -184784.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -184789.968750 Penalty: 775.645142 Iteration 19Q: 3 clusters Score -184790 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -184795.406250 Penalty: 775.645142 Iteration 20F: 3 clusters Score -184795.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -184798.734375 Penalty: 775.645142 Iteration 21Q: 3 clusters Score -184798.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -184802.484375 Penalty: 775.645142 Iteration 22Q: 3 clusters Score -184802.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -184808.718750 Penalty: 775.645142 Iteration 23Q: 3 clusters Score -184808.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -184815.125000 Penalty: 775.645142 Iteration 24Q: 3 clusters Score -184815.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -184819.640625 Penalty: 775.645142 Iteration 25Q: 3 clusters Score -184819.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -184823.406250 Penalty: 775.645142 Iteration 26Q: 3 clusters Score -184823.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -184826.890625 Penalty: 775.645142 Iteration 27Q: 3 clusters Score -184826.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -184830.000000 Penalty: 775.645142 Iteration 28Q: 3 clusters Score -184830 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -184833.671875 Penalty: 775.645142 Iteration 29Q: 3 clusters Score -184833.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -184836.562500 Penalty: 775.645142 Iteration 30Q: 3 clusters Score -184836.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -184838.984375 Penalty: 775.645142 Iteration 31Q: 3 clusters Score -184839 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -184843.390625 Penalty: 775.645142 Iteration 32Q: 3 clusters Score -184843.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -184846.609375 Penalty: 775.645142 Iteration 33Q: 3 clusters Score -184846.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -184849.031250 Penalty: 775.645142 Iteration 34Q: 3 clusters Score -184849 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -184851.218750 Penalty: 775.645142 Iteration 35Q: 3 clusters Score -184851.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -184853.515625 Penalty: 775.645142 Iteration 36Q: 3 clusters Score -184853.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -184854.546875 Penalty: 775.645142 Iteration 37Q: 3 clusters Score -184854.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -184855.156250 Penalty: 775.645142 Iteration 38Q: 3 clusters Score -184855.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -184855.656250 Penalty: 775.645142 Iteration 39Q: 3 clusters Score -184855.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -184856.406250 Penalty: 775.645142 Iteration 40F: 3 clusters Score -184856.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -184856.625000 Penalty: 775.645142 Iteration 41Q: 3 clusters Score -184856.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -184857.281250 Penalty: 775.645142 Iteration 42Q: 3 clusters Score -184857.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -184857.718750 Penalty: 775.645142 Iteration 43Q: 3 clusters Score -184857.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -184858.328125 Penalty: 775.645142 Iteration 44Q: 3 clusters Score -184858.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -184858.500000 Penalty: 775.645142 Iteration 45Q: 3 clusters Score -184858.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -184859.265625 Penalty: 775.645142 Iteration 46Q: 3 clusters Score -184859.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -184861.234375 Penalty: 775.645142 Iteration 47Q: 3 clusters Score -184861.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -184862.796875 Penalty: 775.645142 Iteration 48Q: 3 clusters Score -184862.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -184863.500000 Penalty: 775.645142 Iteration 49Q: 3 clusters Score -184863.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -184864.390625 Penalty: 775.645142 Iteration 50Q: 3 clusters Score -184864.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -184866.078125 Penalty: 775.645142 Iteration 51Q: 3 clusters Score -184866.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -184869.968750 Penalty: 775.645142 Iteration 52Q: 3 clusters Score -184870 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -184873.812500 Penalty: 775.645142 Iteration 53Q: 3 clusters Score -184873.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -184876.718750 Penalty: 775.645142 Iteration 54Q: 3 clusters Score -184876.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -184880.531250 Penalty: 775.645142 Iteration 55Q: 3 clusters Score -184880.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -184883.500000 Penalty: 775.645142 Iteration 56Q: 3 clusters Score -184883.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -184886.906250 Penalty: 775.645142 Iteration 57Q: 3 clusters Score -184886.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -184889.156250 Penalty: 775.645142 Iteration 58Q: 3 clusters Score -184889.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -184889.937500 Penalty: 775.645142 Iteration 59Q: 3 clusters Score -184889.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -184890.656250 Penalty: 775.645142 Iteration 60F: 3 clusters Score -184890.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -184891.453125 Penalty: 775.645142 Iteration 61Q: 3 clusters Score -184891.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -184891.468750 Penalty: 775.645142 Iteration 62Q: 3 clusters Score -184891.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -184892.015625 Penalty: 775.645142 Iteration 63Q: 3 clusters Score -184892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -184892.015625 Penalty: 775.645142 Iteration 64F: 3 clusters Score -184892 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -69241.656250 Penalty: 338.499969 Iteration 0F: 2 clusters Score -69241.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -68014.492188 Penalty: 676.999939 Iteration 0F: 3 clusters Score -68014.49 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -68406.898438 Penalty: 676.999939 Iteration 1F: 3 clusters Score -68406.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -68481.773438 Penalty: 676.999939 Iteration 2F: 3 clusters Score -68481.77 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -68556.664062 Penalty: 676.999939 Iteration 3F: 3 clusters Score -68556.66 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -68607.250000 Penalty: 676.999939 Iteration 4Q: 3 clusters Score -68607.25 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -68653.570312 Penalty: 676.999939 Iteration 5Q: 3 clusters Score -68653.57 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -68694.445312 Penalty: 676.999939 Iteration 6Q: 3 clusters Score -68694.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -68727.671875 Penalty: 676.999939 Iteration 7Q: 3 clusters Score -68727.67 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -68763.960938 Penalty: 676.999939 Iteration 8Q: 3 clusters Score -68763.96 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -68796.523438 Penalty: 676.999939 Iteration 9Q: 3 clusters Score -68796.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -68819.578125 Penalty: 676.999939 Iteration 10Q: 3 clusters Score -68819.58 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -68836.437500 Penalty: 676.999939 Iteration 11Q: 3 clusters Score -68836.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -68848.804688 Penalty: 676.999939 Iteration 12Q: 3 clusters Score -68848.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -68857.171875 Penalty: 676.999939 Iteration 13Q: 3 clusters Score -68857.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -68868.656250 Penalty: 676.999939 Iteration 14Q: 3 clusters Score -68868.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -68882.171875 Penalty: 676.999939 Iteration 15Q: 3 clusters Score -68882.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -68894.812500 Penalty: 676.999939 Iteration 16Q: 3 clusters Score -68894.81 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -68908.843750 Penalty: 676.999939 Iteration 17Q: 3 clusters Score -68908.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -68914.539062 Penalty: 676.999939 Iteration 18Q: 3 clusters Score -68914.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -68918.125000 Penalty: 676.999939 Iteration 19Q: 3 clusters Score -68918.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -68923.742188 Penalty: 676.999939 Iteration 20F: 3 clusters Score -68923.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -68929.539062 Penalty: 676.999939 Iteration 21Q: 3 clusters Score -68929.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -68937.765625 Penalty: 676.999939 Iteration 22Q: 3 clusters Score -68937.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -68944.039062 Penalty: 676.999939 Iteration 23Q: 3 clusters Score -68944.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -68952.859375 Penalty: 676.999939 Iteration 24Q: 3 clusters Score -68952.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -68965.554688 Penalty: 676.999939 Iteration 25Q: 3 clusters Score -68965.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -68974.000000 Penalty: 676.999939 Iteration 26Q: 3 clusters Score -68974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -68978.820312 Penalty: 676.999939 Iteration 27Q: 3 clusters Score -68978.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -68981.804688 Penalty: 676.999939 Iteration 28Q: 3 clusters Score -68981.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -68983.695312 Penalty: 676.999939 Iteration 29Q: 3 clusters Score -68983.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -68985.500000 Penalty: 676.999939 Iteration 30Q: 3 clusters Score -68985.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -68988.171875 Penalty: 676.999939 Iteration 31Q: 3 clusters Score -68988.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -68991.375000 Penalty: 676.999939 Iteration 32Q: 3 clusters Score -68991.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -68991.750000 Penalty: 676.999939 Iteration 33Q: 3 clusters Score -68991.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -68991.835938 Penalty: 676.999939 Iteration 34Q: 3 clusters Score -68991.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -68993.359375 Penalty: 676.999939 Iteration 35Q: 3 clusters Score -68993.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -68994.632812 Penalty: 676.999939 Iteration 36Q: 3 clusters Score -68994.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -68995.382812 Penalty: 676.999939 Iteration 37Q: 3 clusters Score -68995.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -68995.929688 Penalty: 676.999939 Iteration 38Q: 3 clusters Score -68995.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -68997.085938 Penalty: 676.999939 Iteration 39Q: 3 clusters Score -68997.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -68998.960938 Penalty: 676.999939 Iteration 40F: 3 clusters Score -68998.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -68999.242188 Penalty: 676.999939 Iteration 41Q: 3 clusters Score -68999.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -68999.242188 Penalty: 676.999939 Iteration 42F: 3 clusters Score -68999.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Entering Unmasked Estep Score: -172885.359375 Penalty: 382.960297 Iteration 0F: 2 clusters Score -172885.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -169803.781250 Penalty: 765.920593 Iteration 0F: 3 clusters Score -169803.8 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -171079.375000 Penalty: 765.920593 Iteration 1F: 3 clusters Score -171079.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -171312.656250 Penalty: 765.920593 Iteration 2F: 3 clusters Score -171312.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -171524.609375 Penalty: 765.920593 Iteration 3F: 3 clusters Score -171524.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -171710.968750 Penalty: 765.920593 Iteration 4F: 3 clusters Score -171711 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -171896.875000 Penalty: 765.920593 Iteration 5F: 3 clusters Score -171896.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -172077.328125 Penalty: 765.920593 Iteration 6F: 3 clusters Score -172077.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -172198.156250 Penalty: 765.920593 Iteration 7Q: 3 clusters Score -172198.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -172266.546875 Penalty: 765.920593 Iteration 8Q: 3 clusters Score -172266.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -172320.828125 Penalty: 765.920593 Iteration 9Q: 3 clusters Score -172320.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -172360.375000 Penalty: 765.920593 Iteration 10Q: 3 clusters Score -172360.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -172393.843750 Penalty: 765.920593 Iteration 11Q: 3 clusters Score -172393.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -172418.000000 Penalty: 765.920593 Iteration 12Q: 3 clusters Score -172418 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -172441.796875 Penalty: 765.920593 Iteration 13Q: 3 clusters Score -172441.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -172458.484375 Penalty: 765.920593 Iteration 14Q: 3 clusters Score -172458.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -172469.718750 Penalty: 765.920593 Iteration 15Q: 3 clusters Score -172469.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -172477.078125 Penalty: 765.920593 Iteration 16Q: 3 clusters Score -172477.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -172480.250000 Penalty: 765.920593 Iteration 17Q: 3 clusters Score -172480.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -172482.328125 Penalty: 765.920593 Iteration 18Q: 3 clusters Score -172482.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -172484.625000 Penalty: 765.920593 Iteration 19Q: 3 clusters Score -172484.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -172487.937500 Penalty: 765.920593 Iteration 20F: 3 clusters Score -172487.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -172490.265625 Penalty: 765.920593 Iteration 21Q: 3 clusters Score -172490.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -172491.250000 Penalty: 765.920593 Iteration 22Q: 3 clusters Score -172491.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -172492.000000 Penalty: 765.920593 Iteration 23Q: 3 clusters Score -172492 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -172493.281250 Penalty: 765.920593 Iteration 24Q: 3 clusters Score -172493.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -172494.593750 Penalty: 765.920593 Iteration 25Q: 3 clusters Score -172494.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -172496.187500 Penalty: 765.920593 Iteration 26Q: 3 clusters Score -172496.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -172497.734375 Penalty: 765.920593 Iteration 27Q: 3 clusters Score -172497.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -172499.109375 Penalty: 765.920593 Iteration 28Q: 3 clusters Score -172499.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -172501.671875 Penalty: 765.920593 Iteration 29Q: 3 clusters Score -172501.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -172504.531250 Penalty: 765.920593 Iteration 30Q: 3 clusters Score -172504.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -172507.343750 Penalty: 765.920593 Iteration 31Q: 3 clusters Score -172507.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -172509.593750 Penalty: 765.920593 Iteration 32Q: 3 clusters Score -172509.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -172511.890625 Penalty: 765.920593 Iteration 33Q: 3 clusters Score -172511.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -172513.656250 Penalty: 765.920593 Iteration 34Q: 3 clusters Score -172513.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -172515.765625 Penalty: 765.920593 Iteration 35Q: 3 clusters Score -172515.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -172519.593750 Penalty: 765.920593 Iteration 36Q: 3 clusters Score -172519.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -172521.593750 Penalty: 765.920593 Iteration 37Q: 3 clusters Score -172521.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -172524.687500 Penalty: 765.920593 Iteration 38Q: 3 clusters Score -172524.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -172527.734375 Penalty: 765.920593 Iteration 39Q: 3 clusters Score -172527.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -172529.093750 Penalty: 765.920593 Iteration 40F: 3 clusters Score -172529.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -172531.968750 Penalty: 765.920593 Iteration 41Q: 3 clusters Score -172532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -172534.750000 Penalty: 765.920593 Iteration 42Q: 3 clusters Score -172534.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -172536.000000 Penalty: 765.920593 Iteration 43Q: 3 clusters Score -172536 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -172538.140625 Penalty: 765.920593 Iteration 44Q: 3 clusters Score -172538.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -172539.718750 Penalty: 765.920593 Iteration 45Q: 3 clusters Score -172539.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -172540.531250 Penalty: 765.920593 Iteration 46Q: 3 clusters Score -172540.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -172541.390625 Penalty: 765.920593 Iteration 47Q: 3 clusters Score -172541.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -172543.109375 Penalty: 765.920593 Iteration 48Q: 3 clusters Score -172543.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -172546.859375 Penalty: 765.920593 Iteration 49Q: 3 clusters Score -172546.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -172551.093750 Penalty: 765.920593 Iteration 50Q: 3 clusters Score -172551.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -172553.281250 Penalty: 765.920593 Iteration 51Q: 3 clusters Score -172553.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -172555.781250 Penalty: 765.920593 Iteration 52Q: 3 clusters Score -172555.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -172558.000000 Penalty: 765.920593 Iteration 53Q: 3 clusters Score -172558 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -172559.875000 Penalty: 765.920593 Iteration 54Q: 3 clusters Score -172559.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -172560.031250 Penalty: 765.920593 Iteration 55Q: 3 clusters Score -172560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -172560.031250 Penalty: 765.920593 Iteration 56F: 3 clusters Score -172560 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Entering Unmasked Estep Score: -117035.960938 Penalty: 362.872528 Iteration 0F: 2 clusters Score -117036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -114981.906250 Penalty: 725.745056 Iteration 0F: 3 clusters Score -114981.9 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -115693.406250 Penalty: 725.745056 Iteration 1F: 3 clusters Score -115693.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -115809.265625 Penalty: 725.745056 Iteration 2F: 3 clusters Score -115809.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -115905.000000 Penalty: 725.745056 Iteration 3F: 3 clusters Score -115905 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -116001.617188 Penalty: 725.745056 Iteration 4F: 3 clusters Score -116001.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -116092.578125 Penalty: 725.745056 Iteration 5F: 3 clusters Score -116092.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -116179.265625 Penalty: 725.745056 Iteration 6Q: 3 clusters Score -116179.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -116246.109375 Penalty: 725.745056 Iteration 7Q: 3 clusters Score -116246.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -116292.250000 Penalty: 725.745056 Iteration 8Q: 3 clusters Score -116292.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -116320.992188 Penalty: 725.745056 Iteration 9Q: 3 clusters Score -116321 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -116338.507812 Penalty: 725.745056 Iteration 10Q: 3 clusters Score -116338.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -116353.812500 Penalty: 725.745056 Iteration 11Q: 3 clusters Score -116353.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -116368.312500 Penalty: 725.745056 Iteration 12Q: 3 clusters Score -116368.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -116377.906250 Penalty: 725.745056 Iteration 13Q: 3 clusters Score -116377.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -116390.343750 Penalty: 725.745056 Iteration 14Q: 3 clusters Score -116390.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -116404.015625 Penalty: 725.745056 Iteration 15Q: 3 clusters Score -116404 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -116416.171875 Penalty: 725.745056 Iteration 16Q: 3 clusters Score -116416.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -116428.257812 Penalty: 725.745056 Iteration 17Q: 3 clusters Score -116428.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -116437.320312 Penalty: 725.745056 Iteration 18Q: 3 clusters Score -116437.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -116444.578125 Penalty: 725.745056 Iteration 19Q: 3 clusters Score -116444.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -116449.382812 Penalty: 725.745056 Iteration 20F: 3 clusters Score -116449.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -116452.351562 Penalty: 725.745056 Iteration 21Q: 3 clusters Score -116452.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -116455.500000 Penalty: 725.745056 Iteration 22Q: 3 clusters Score -116455.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -116459.101562 Penalty: 725.745056 Iteration 23Q: 3 clusters Score -116459.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -116462.710938 Penalty: 725.745056 Iteration 24Q: 3 clusters Score -116462.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -116467.906250 Penalty: 725.745056 Iteration 25Q: 3 clusters Score -116467.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -116475.757812 Penalty: 725.745056 Iteration 26Q: 3 clusters Score -116475.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -116483.226562 Penalty: 725.745056 Iteration 27Q: 3 clusters Score -116483.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -116489.851562 Penalty: 725.745056 Iteration 28Q: 3 clusters Score -116489.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -116493.468750 Penalty: 725.745056 Iteration 29Q: 3 clusters Score -116493.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -116497.312500 Penalty: 725.745056 Iteration 30Q: 3 clusters Score -116497.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -116500.390625 Penalty: 725.745056 Iteration 31Q: 3 clusters Score -116500.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -116504.476562 Penalty: 725.745056 Iteration 32Q: 3 clusters Score -116504.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -116507.421875 Penalty: 725.745056 Iteration 33Q: 3 clusters Score -116507.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -116511.242188 Penalty: 725.745056 Iteration 34Q: 3 clusters Score -116511.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -116513.531250 Penalty: 725.745056 Iteration 35Q: 3 clusters Score -116513.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -116516.218750 Penalty: 725.745056 Iteration 36Q: 3 clusters Score -116516.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -116517.609375 Penalty: 725.745056 Iteration 37Q: 3 clusters Score -116517.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -116518.773438 Penalty: 725.745056 Iteration 38Q: 3 clusters Score -116518.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -116519.523438 Penalty: 725.745056 Iteration 39Q: 3 clusters Score -116519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -116519.671875 Penalty: 725.745056 Iteration 40F: 3 clusters Score -116519.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -116520.507812 Penalty: 725.745056 Iteration 41Q: 3 clusters Score -116520.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -116523.085938 Penalty: 725.745056 Iteration 42Q: 3 clusters Score -116523.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -116527.070312 Penalty: 725.745056 Iteration 43Q: 3 clusters Score -116527.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -116529.750000 Penalty: 725.745056 Iteration 44Q: 3 clusters Score -116529.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -116532.398438 Penalty: 725.745056 Iteration 45Q: 3 clusters Score -116532.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -116534.703125 Penalty: 725.745056 Iteration 46Q: 3 clusters Score -116534.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -116537.796875 Penalty: 725.745056 Iteration 47Q: 3 clusters Score -116537.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -116541.351562 Penalty: 725.745056 Iteration 48Q: 3 clusters Score -116541.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -116543.992188 Penalty: 725.745056 Iteration 49Q: 3 clusters Score -116544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -116546.148438 Penalty: 725.745056 Iteration 50Q: 3 clusters Score -116546.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -116547.960938 Penalty: 725.745056 Iteration 51Q: 3 clusters Score -116548 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -116549.843750 Penalty: 725.745056 Iteration 52Q: 3 clusters Score -116549.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -116551.679688 Penalty: 725.745056 Iteration 53Q: 3 clusters Score -116551.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -116554.195312 Penalty: 725.745056 Iteration 54Q: 3 clusters Score -116554.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -116555.820312 Penalty: 725.745056 Iteration 55Q: 3 clusters Score -116555.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -116559.039062 Penalty: 725.745056 Iteration 56Q: 3 clusters Score -116559 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -116563.250000 Penalty: 725.745056 Iteration 57Q: 3 clusters Score -116563.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -116569.648438 Penalty: 725.745056 Iteration 58Q: 3 clusters Score -116569.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -116575.703125 Penalty: 725.745056 Iteration 59Q: 3 clusters Score -116575.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -116585.687500 Penalty: 725.745056 Iteration 60F: 3 clusters Score -116585.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -116590.781250 Penalty: 725.745056 Iteration 61Q: 3 clusters Score -116590.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -116593.070312 Penalty: 725.745056 Iteration 62Q: 3 clusters Score -116593.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -116594.804688 Penalty: 725.745056 Iteration 63Q: 3 clusters Score -116594.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -116596.796875 Penalty: 725.745056 Iteration 64Q: 3 clusters Score -116596.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -116597.945312 Penalty: 725.745056 Iteration 65Q: 3 clusters Score -116597.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -116599.945312 Penalty: 725.745056 Iteration 66Q: 3 clusters Score -116599.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -116602.937500 Penalty: 725.745056 Iteration 67Q: 3 clusters Score -116602.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -116605.031250 Penalty: 725.745056 Iteration 68Q: 3 clusters Score -116605 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -116607.132812 Penalty: 725.745056 Iteration 69Q: 3 clusters Score -116607.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -116610.750000 Penalty: 725.745056 Iteration 70Q: 3 clusters Score -116610.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -116612.781250 Penalty: 725.745056 Iteration 71Q: 3 clusters Score -116612.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -116614.421875 Penalty: 725.745056 Iteration 72Q: 3 clusters Score -116614.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -116617.078125 Penalty: 725.745056 Iteration 73Q: 3 clusters Score -116617.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -116619.507812 Penalty: 725.745056 Iteration 74Q: 3 clusters Score -116619.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -116621.195312 Penalty: 725.745056 Iteration 75Q: 3 clusters Score -116621.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -116623.179688 Penalty: 725.745056 Iteration 76Q: 3 clusters Score -116623.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -116623.945312 Penalty: 725.745056 Iteration 77Q: 3 clusters Score -116623.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -116624.507812 Penalty: 725.745056 Iteration 78Q: 3 clusters Score -116624.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -116624.437500 Penalty: 725.745056 Iteration 79Q: 3 clusters Score -116624.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -116624.437500 Penalty: 725.745056 Iteration 80F: 3 clusters Score -116624.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (87410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87410 members Entering Unmasked Estep Score: -3666437.250000 Penalty: 517.715576 Iteration 0F: 2 clusters Score -3666437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43649 members Mstep: Class 2 contains 43761 members Entering Unmasked Estep Score: -3607257.250000 Penalty: 1035.431152 Iteration 0F: 3 clusters Score -3607257 nChanged 42647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41126 members Mstep: Class 2 contains 46284 members Entering Unmasked Estep Score: -3633043.250000 Penalty: 1035.431152 Iteration 1F: 3 clusters Score -3633043 nChanged 4261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38697 members Mstep: Class 2 contains 48713 members Entering Unmasked Estep Score: -3634557.750000 Penalty: 1035.431152 Iteration 2Q: 3 clusters Score -3634558 nChanged 4994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35151 members Mstep: Class 2 contains 52259 members Entering Unmasked Estep Score: -3636867.750000 Penalty: 1035.431152 Iteration 3F: 3 clusters Score -3636868 nChanged 5788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 56959 members Entering Unmasked Estep Score: -3640166.500000 Penalty: 1035.431152 Iteration 4F: 3 clusters Score -3640166 nChanged 6306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24813 members Mstep: Class 2 contains 62597 members Entering Unmasked Estep Score: -3644532.000000 Penalty: 1035.431152 Iteration 5F: 3 clusters Score -3644532 nChanged 6496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18603 members Mstep: Class 2 contains 68807 members Entering Unmasked Estep Score: -3649970.750000 Penalty: 1035.431152 Iteration 6F: 3 clusters Score -3649971 nChanged 5950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 74699 members Entering Unmasked Estep Score: -3655434.000000 Penalty: 1035.431152 Iteration 7F: 3 clusters Score -3655434 nChanged 4557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 79236 members Entering Unmasked Estep Score: -3659594.500000 Penalty: 1035.431152 Iteration 8F: 3 clusters Score -3659594 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 82298 members Entering Unmasked Estep Score: -3662281.250000 Penalty: 1035.431152 Iteration 9Q: 3 clusters Score -3662281 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 84188 members Entering Unmasked Estep Score: -3663831.500000 Penalty: 1035.431152 Iteration 10Q: 3 clusters Score -3663832 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 85316 members Entering Unmasked Estep Score: -3664692.500000 Penalty: 1035.431152 Iteration 11Q: 3 clusters Score -3664692 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 86042 members Entering Unmasked Estep Score: -3665220.250000 Penalty: 1035.431152 Iteration 12Q: 3 clusters Score -3665220 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 86485 members Entering Unmasked Estep Score: -3665570.250000 Penalty: 1035.431152 Iteration 13Q: 3 clusters Score -3665570 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 86729 members Entering Unmasked Estep Score: -3665738.250000 Penalty: 1035.431152 Iteration 14Q: 3 clusters Score -3665738 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 86861 members Entering Unmasked Estep Score: -3665825.750000 Penalty: 1035.431152 Iteration 15Q: 3 clusters Score -3665826 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 86955 members Entering Unmasked Estep Score: -3665893.750000 Penalty: 1035.431152 Iteration 16Q: 3 clusters Score -3665894 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 87011 members Entering Unmasked Estep Score: -3665935.000000 Penalty: 1035.431152 Iteration 17Q: 3 clusters Score -3665935 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 87043 members Entering Unmasked Estep Score: -3665955.500000 Penalty: 1035.431152 Iteration 18Q: 3 clusters Score -3665956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 87063 members Entering Unmasked Estep Score: -3665964.000000 Penalty: 1035.431152 Iteration 19Q: 3 clusters Score -3665964 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 87084 members Entering Unmasked Estep Score: -3665980.750000 Penalty: 1035.431152 Iteration 20F: 3 clusters Score -3665981 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 87100 members Entering Unmasked Estep Score: -3665984.000000 Penalty: 1035.431152 Iteration 21Q: 3 clusters Score -3665984 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 87110 members Entering Unmasked Estep Score: -3665992.250000 Penalty: 1035.431152 Iteration 22Q: 3 clusters Score -3665992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 87119 members Entering Unmasked Estep Score: -3665997.250000 Penalty: 1035.431152 Iteration 23Q: 3 clusters Score -3665997 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 87126 members Entering Unmasked Estep Score: -3666005.750000 Penalty: 1035.431152 Iteration 24Q: 3 clusters Score -3666006 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 87134 members Entering Unmasked Estep Score: -3666018.500000 Penalty: 1035.431152 Iteration 25Q: 3 clusters Score -3666018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 87137 members Entering Unmasked Estep Score: -3666022.500000 Penalty: 1035.431152 Iteration 26Q: 3 clusters Score -3666022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 87139 members Entering Unmasked Estep Score: -3666025.250000 Penalty: 1035.431152 Iteration 27Q: 3 clusters Score -3666025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 87138 members Entering Unmasked Estep Score: -3666026.500000 Penalty: 1035.431152 Iteration 28Q: 3 clusters Score -3666026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 87138 members Entering Unmasked Estep Score: -3666026.500000 Penalty: 1035.431152 Iteration 29F: 3 clusters Score -3666026 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Entering Unmasked Estep Score: -65980.992188 Penalty: 348.298737 Iteration 0F: 2 clusters Score -65980.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -64465.539062 Penalty: 696.597473 Iteration 0F: 3 clusters Score -64465.54 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -65119.667969 Penalty: 696.597473 Iteration 1F: 3 clusters Score -65119.67 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -65308.257812 Penalty: 696.597473 Iteration 2F: 3 clusters Score -65308.26 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -65460.867188 Penalty: 696.597473 Iteration 3F: 3 clusters Score -65460.87 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -65606.703125 Penalty: 696.597473 Iteration 4F: 3 clusters Score -65606.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -65723.109375 Penalty: 696.597473 Iteration 5F: 3 clusters Score -65723.11 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -65815.992188 Penalty: 696.597473 Iteration 6Q: 3 clusters Score -65815.99 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -65874.046875 Penalty: 696.597473 Iteration 7Q: 3 clusters Score -65874.05 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -65910.062500 Penalty: 696.597473 Iteration 8Q: 3 clusters Score -65910.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -65924.820312 Penalty: 696.597473 Iteration 9Q: 3 clusters Score -65924.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -65933.585938 Penalty: 696.597473 Iteration 10Q: 3 clusters Score -65933.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -65937.593750 Penalty: 696.597473 Iteration 11Q: 3 clusters Score -65937.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -65939.429688 Penalty: 696.597473 Iteration 12Q: 3 clusters Score -65939.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -65940.031250 Penalty: 696.597473 Iteration 13Q: 3 clusters Score -65940.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -65940.609375 Penalty: 696.597473 Iteration 14Q: 3 clusters Score -65940.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -65941.726562 Penalty: 696.597473 Iteration 15Q: 3 clusters Score -65941.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -65942.609375 Penalty: 696.597473 Iteration 16Q: 3 clusters Score -65942.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -65943.296875 Penalty: 696.597473 Iteration 17Q: 3 clusters Score -65943.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -65943.445312 Penalty: 696.597473 Iteration 18Q: 3 clusters Score -65943.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -65943.601562 Penalty: 696.597473 Iteration 19Q: 3 clusters Score -65943.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -65943.593750 Penalty: 696.597473 Iteration 20F: 3 clusters Score -65943.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Entering Unmasked Estep Score: -259264.031250 Penalty: 401.643097 Iteration 0F: 2 clusters Score -259264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -254720.984375 Penalty: 803.286194 Iteration 0F: 3 clusters Score -254721 nChanged 3129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -256435.640625 Penalty: 803.286194 Iteration 1F: 3 clusters Score -256435.6 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -256576.000000 Penalty: 803.286194 Iteration 2Q: 3 clusters Score -256576 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -256729.312500 Penalty: 803.286194 Iteration 3Q: 3 clusters Score -256729.3 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -256918.375000 Penalty: 803.286194 Iteration 4Q: 3 clusters Score -256918.4 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -257142.750000 Penalty: 803.286194 Iteration 5F: 3 clusters Score -257142.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -257447.812500 Penalty: 803.286194 Iteration 6F: 3 clusters Score -257447.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -257739.953125 Penalty: 803.286194 Iteration 7F: 3 clusters Score -257740 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -258007.671875 Penalty: 803.286194 Iteration 8F: 3 clusters Score -258007.7 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -258240.609375 Penalty: 803.286194 Iteration 9Q: 3 clusters Score -258240.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -258434.390625 Penalty: 803.286194 Iteration 10Q: 3 clusters Score -258434.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -258596.234375 Penalty: 803.286194 Iteration 11Q: 3 clusters Score -258596.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -258726.875000 Penalty: 803.286194 Iteration 12Q: 3 clusters Score -258726.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -258786.218750 Penalty: 803.286194 Iteration 13Q: 3 clusters Score -258786.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -258824.359375 Penalty: 803.286194 Iteration 14Q: 3 clusters Score -258824.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -258854.015625 Penalty: 803.286194 Iteration 15Q: 3 clusters Score -258854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -258873.406250 Penalty: 803.286194 Iteration 16Q: 3 clusters Score -258873.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -258885.562500 Penalty: 803.286194 Iteration 17Q: 3 clusters Score -258885.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -258896.859375 Penalty: 803.286194 Iteration 18Q: 3 clusters Score -258896.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -258906.796875 Penalty: 803.286194 Iteration 19Q: 3 clusters Score -258906.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -258909.984375 Penalty: 803.286194 Iteration 20F: 3 clusters Score -258910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -258910.375000 Penalty: 803.286194 Iteration 21Q: 3 clusters Score -258910.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -258910.375000 Penalty: 803.286194 Iteration 22Q: 3 clusters Score -258910.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -258910.859375 Penalty: 803.286194 Iteration 23Q: 3 clusters Score -258910.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -258912.015625 Penalty: 803.286194 Iteration 24Q: 3 clusters Score -258912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -258913.046875 Penalty: 803.286194 Iteration 25Q: 3 clusters Score -258913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -258913.046875 Penalty: 803.286194 Iteration 26F: 3 clusters Score -258913 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -160789.890625 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160789.9 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -161834.375000 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161834.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -161923.375000 Penalty: 759.349976 Iteration 2F: 3 clusters Score -161923.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -161989.671875 Penalty: 759.349976 Iteration 3Q: 3 clusters Score -161989.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -162035.890625 Penalty: 759.349976 Iteration 4Q: 3 clusters Score -162035.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -162097.656250 Penalty: 759.349976 Iteration 5Q: 3 clusters Score -162097.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -162162.156250 Penalty: 759.349976 Iteration 6Q: 3 clusters Score -162162.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -162218.015625 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -162218 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -162287.437500 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -162287.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -162372.265625 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -162372.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -162483.859375 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -162483.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -162613.593750 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -162613.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -162751.109375 Penalty: 759.349976 Iteration 12Q: 3 clusters Score -162751.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -162863.796875 Penalty: 759.349976 Iteration 13Q: 3 clusters Score -162863.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -162949.453125 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -162949.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -163020.593750 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -163020.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -163089.828125 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -163089.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -163147.859375 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -163147.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -163194.593750 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163194.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -163218.156250 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163218.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -163240.421875 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163240.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -163272.859375 Penalty: 759.349976 Iteration 21Q: 3 clusters Score -163272.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -163320.453125 Penalty: 759.349976 Iteration 22Q: 3 clusters Score -163320.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -163374.671875 Penalty: 759.349976 Iteration 23Q: 3 clusters Score -163374.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -163420.453125 Penalty: 759.349976 Iteration 24Q: 3 clusters Score -163420.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -163465.453125 Penalty: 759.349976 Iteration 25Q: 3 clusters Score -163465.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -163498.421875 Penalty: 759.349976 Iteration 26Q: 3 clusters Score -163498.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -163524.015625 Penalty: 759.349976 Iteration 27Q: 3 clusters Score -163524 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -163545.843750 Penalty: 759.349976 Iteration 28Q: 3 clusters Score -163545.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -163554.593750 Penalty: 759.349976 Iteration 29Q: 3 clusters Score -163554.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -163558.687500 Penalty: 759.349976 Iteration 30Q: 3 clusters Score -163558.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -163560.734375 Penalty: 759.349976 Iteration 31Q: 3 clusters Score -163560.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -163561.859375 Penalty: 759.349976 Iteration 32Q: 3 clusters Score -163561.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -163563.046875 Penalty: 759.349976 Iteration 33Q: 3 clusters Score -163563 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -163563.281250 Penalty: 759.349976 Iteration 34Q: 3 clusters Score -163563.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -163563.500000 Penalty: 759.349976 Iteration 35Q: 3 clusters Score -163563.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -163563.593750 Penalty: 759.349976 Iteration 36Q: 3 clusters Score -163563.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -163563.937500 Penalty: 759.349976 Iteration 37Q: 3 clusters Score -163563.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -163563.921875 Penalty: 759.349976 Iteration 38Q: 3 clusters Score -163563.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -163564.000000 Penalty: 759.349976 Iteration 39Q: 3 clusters Score -163564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -163564.968750 Penalty: 759.349976 Iteration 40F: 3 clusters Score -163565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -163566.218750 Penalty: 759.349976 Iteration 41Q: 3 clusters Score -163566.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -163567.140625 Penalty: 759.349976 Iteration 42Q: 3 clusters Score -163567.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -163567.921875 Penalty: 759.349976 Iteration 43Q: 3 clusters Score -163567.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -163568.640625 Penalty: 759.349976 Iteration 44Q: 3 clusters Score -163568.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -163568.750000 Penalty: 759.349976 Iteration 45Q: 3 clusters Score -163568.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -163568.750000 Penalty: 759.349976 Iteration 46F: 3 clusters Score -163568.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Entering Unmasked Estep Score: -37996.976562 Penalty: 318.515198 Iteration 0F: 2 clusters Score -37996.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -37140.105469 Penalty: 637.030396 Iteration 0F: 3 clusters Score -37140.11 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -37472.328125 Penalty: 637.030396 Iteration 1F: 3 clusters Score -37472.33 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -37599.253906 Penalty: 637.030396 Iteration 2F: 3 clusters Score -37599.25 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -37708.863281 Penalty: 637.030396 Iteration 3F: 3 clusters Score -37708.86 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37765.097656 Penalty: 637.030396 Iteration 4F: 3 clusters Score -37765.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -37820.230469 Penalty: 637.030396 Iteration 5Q: 3 clusters Score -37820.23 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -37843.066406 Penalty: 637.030396 Iteration 6Q: 3 clusters Score -37843.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -37853.867188 Penalty: 637.030396 Iteration 7Q: 3 clusters Score -37853.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -37867.433594 Penalty: 637.030396 Iteration 8Q: 3 clusters Score -37867.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -37874.433594 Penalty: 637.030396 Iteration 9Q: 3 clusters Score -37874.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -37876.574219 Penalty: 637.030396 Iteration 10Q: 3 clusters Score -37876.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -37877.535156 Penalty: 637.030396 Iteration 11Q: 3 clusters Score -37877.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -37877.812500 Penalty: 637.030396 Iteration 12Q: 3 clusters Score -37877.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -37877.812500 Penalty: 637.030396 Iteration 13F: 3 clusters Score -37877.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 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 135 members Entering Unmasked Estep Score: -7594.237305 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7594.237 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7733.126953 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7733.127 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7781.766113 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7781.766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7799.066406 Penalty: 511.785614 Iteration 3Q: 3 clusters Score -7799.066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7803.776855 Penalty: 511.785614 Iteration 4Q: 3 clusters Score -7803.777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7806.220215 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7806.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7807.252930 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7807.253 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7807.743652 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7807.744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7808.000977 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7808.001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7808.000977 Penalty: 511.785614 Iteration 9F: 3 clusters Score -7808.001 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Entering Unmasked Estep Score: -54029.363281 Penalty: 331.552856 Iteration 0F: 2 clusters Score -54029.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -52936.285156 Penalty: 663.105713 Iteration 0F: 3 clusters Score -52936.29 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -53233.023438 Penalty: 663.105713 Iteration 1F: 3 clusters Score -53233.02 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -53301.042969 Penalty: 663.105713 Iteration 2F: 3 clusters Score -53301.04 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -53369.640625 Penalty: 663.105713 Iteration 3F: 3 clusters Score -53369.64 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -53403.417969 Penalty: 663.105713 Iteration 4Q: 3 clusters Score -53403.42 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -53426.507812 Penalty: 663.105713 Iteration 5Q: 3 clusters Score -53426.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -53439.128906 Penalty: 663.105713 Iteration 6Q: 3 clusters Score -53439.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -53448.597656 Penalty: 663.105713 Iteration 7Q: 3 clusters Score -53448.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -53457.148438 Penalty: 663.105713 Iteration 8Q: 3 clusters Score -53457.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -53465.679688 Penalty: 663.105713 Iteration 9Q: 3 clusters Score -53465.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -53475.343750 Penalty: 663.105713 Iteration 10Q: 3 clusters Score -53475.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -53486.488281 Penalty: 663.105713 Iteration 11Q: 3 clusters Score -53486.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -53493.101562 Penalty: 663.105713 Iteration 12Q: 3 clusters Score -53493.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -53500.281250 Penalty: 663.105713 Iteration 13Q: 3 clusters Score -53500.28 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -53508.625000 Penalty: 663.105713 Iteration 14Q: 3 clusters Score -53508.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -53517.078125 Penalty: 663.105713 Iteration 15Q: 3 clusters Score -53517.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -53521.816406 Penalty: 663.105713 Iteration 16Q: 3 clusters Score -53521.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -53525.296875 Penalty: 663.105713 Iteration 17Q: 3 clusters Score -53525.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -53531.648438 Penalty: 663.105713 Iteration 18Q: 3 clusters Score -53531.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -53540.289062 Penalty: 663.105713 Iteration 19Q: 3 clusters Score -53540.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -53548.347656 Penalty: 663.105713 Iteration 20F: 3 clusters Score -53548.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -53554.460938 Penalty: 663.105713 Iteration 21Q: 3 clusters Score -53554.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -53565.875000 Penalty: 663.105713 Iteration 22Q: 3 clusters Score -53565.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -53576.425781 Penalty: 663.105713 Iteration 23Q: 3 clusters Score -53576.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -53589.937500 Penalty: 663.105713 Iteration 24Q: 3 clusters Score -53589.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -53599.535156 Penalty: 663.105713 Iteration 25Q: 3 clusters Score -53599.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -53602.421875 Penalty: 663.105713 Iteration 26Q: 3 clusters Score -53602.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -53604.101562 Penalty: 663.105713 Iteration 27Q: 3 clusters Score -53604.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -53606.355469 Penalty: 663.105713 Iteration 28Q: 3 clusters Score -53606.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -53608.382812 Penalty: 663.105713 Iteration 29Q: 3 clusters Score -53608.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -53611.921875 Penalty: 663.105713 Iteration 30Q: 3 clusters Score -53611.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -53616.972656 Penalty: 663.105713 Iteration 31Q: 3 clusters Score -53616.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -53622.683594 Penalty: 663.105713 Iteration 32Q: 3 clusters Score -53622.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -53629.136719 Penalty: 663.105713 Iteration 33Q: 3 clusters Score -53629.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -53634.585938 Penalty: 663.105713 Iteration 34Q: 3 clusters Score -53634.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -53638.914062 Penalty: 663.105713 Iteration 35Q: 3 clusters Score -53638.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -53646.613281 Penalty: 663.105713 Iteration 36Q: 3 clusters Score -53646.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53654.347656 Penalty: 663.105713 Iteration 37Q: 3 clusters Score -53654.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -53660.566406 Penalty: 663.105713 Iteration 38Q: 3 clusters Score -53660.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -53665.242188 Penalty: 663.105713 Iteration 39Q: 3 clusters Score -53665.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -53668.496094 Penalty: 663.105713 Iteration 40F: 3 clusters Score -53668.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -53673.324219 Penalty: 663.105713 Iteration 41Q: 3 clusters Score -53673.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -53679.750000 Penalty: 663.105713 Iteration 42Q: 3 clusters Score -53679.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -53684.296875 Penalty: 663.105713 Iteration 43Q: 3 clusters Score -53684.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -53695.878906 Penalty: 663.105713 Iteration 44Q: 3 clusters Score -53695.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -53706.894531 Penalty: 663.105713 Iteration 45Q: 3 clusters Score -53706.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -53712.675781 Penalty: 663.105713 Iteration 46Q: 3 clusters Score -53712.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -53717.429688 Penalty: 663.105713 Iteration 47Q: 3 clusters Score -53717.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -53723.625000 Penalty: 663.105713 Iteration 48Q: 3 clusters Score -53723.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -53728.035156 Penalty: 663.105713 Iteration 49Q: 3 clusters Score -53728.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -53730.914062 Penalty: 663.105713 Iteration 50Q: 3 clusters Score -53730.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -53731.996094 Penalty: 663.105713 Iteration 51Q: 3 clusters Score -53732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -53733.843750 Penalty: 663.105713 Iteration 52Q: 3 clusters Score -53733.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -53735.187500 Penalty: 663.105713 Iteration 53Q: 3 clusters Score -53735.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -53736.281250 Penalty: 663.105713 Iteration 54Q: 3 clusters Score -53736.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -53737.296875 Penalty: 663.105713 Iteration 55Q: 3 clusters Score -53737.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -53737.378906 Penalty: 663.105713 Iteration 56Q: 3 clusters Score -53737.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -53738.074219 Penalty: 663.105713 Iteration 57Q: 3 clusters Score -53738.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -53738.437500 Penalty: 663.105713 Iteration 58Q: 3 clusters Score -53738.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -53739.500000 Penalty: 663.105713 Iteration 59Q: 3 clusters Score -53739.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -53740.550781 Penalty: 663.105713 Iteration 60F: 3 clusters Score -53740.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -53741.234375 Penalty: 663.105713 Iteration 61Q: 3 clusters Score -53741.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -53741.234375 Penalty: 663.105713 Iteration 62F: 3 clusters Score -53741.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (88 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Entering Unmasked Estep Score: -2325.263916 Penalty: 203.718826 Iteration 0F: 2 clusters Score -2325.264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2146.765381 Penalty: 407.437653 Iteration 0F: 3 clusters Score -2146.765 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2181.615234 Penalty: 407.437653 Iteration 1F: 3 clusters Score -2181.615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2197.420898 Penalty: 407.437653 Iteration 2Q: 3 clusters Score -2197.421 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2199.253174 Penalty: 407.437653 Iteration 3Q: 3 clusters Score -2199.253 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2200.669189 Penalty: 407.437653 Iteration 4Q: 3 clusters Score -2200.669 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2200.669189 Penalty: 407.437653 Iteration 5F: 3 clusters Score -2200.669 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (26918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26918 members Entering Unmasked Estep Score: -1024329.812500 Penalty: 464.125031 Iteration 0F: 2 clusters Score -1024330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -1006412.187500 Penalty: 928.250061 Iteration 0F: 3 clusters Score -1006412 nChanged 12914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -1014015.937500 Penalty: 928.250061 Iteration 1F: 3 clusters Score -1014016 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -1014740.875000 Penalty: 928.250061 Iteration 2F: 3 clusters Score -1014741 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -1015901.687500 Penalty: 928.250061 Iteration 3F: 3 clusters Score -1015902 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16646 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -1017531.312500 Penalty: 928.250061 Iteration 4F: 3 clusters Score -1017531 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17783 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -1019252.500000 Penalty: 928.250061 Iteration 5F: 3 clusters Score -1019252 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18648 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -1020635.312500 Penalty: 928.250061 Iteration 6F: 3 clusters Score -1020635 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19186 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1021590.187500 Penalty: 928.250061 Iteration 7Q: 3 clusters Score -1021590 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19503 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1022143.562500 Penalty: 928.250061 Iteration 8Q: 3 clusters Score -1022144 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1022469.062500 Penalty: 928.250061 Iteration 9Q: 3 clusters Score -1022469 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1022624.375000 Penalty: 928.250061 Iteration 10Q: 3 clusters Score -1022624 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20223 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -1022722.312500 Penalty: 928.250061 Iteration 11Q: 3 clusters Score -1022722 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20475 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1022803.062500 Penalty: 928.250061 Iteration 12Q: 3 clusters Score -1022803 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1022859.437500 Penalty: 928.250061 Iteration 13Q: 3 clusters Score -1022859 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20905 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1022907.937500 Penalty: 928.250061 Iteration 14Q: 3 clusters Score -1022908 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1022951.687500 Penalty: 928.250061 Iteration 15Q: 3 clusters Score -1022952 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1022973.375000 Penalty: 928.250061 Iteration 16Q: 3 clusters Score -1022973 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21459 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1023001.625000 Penalty: 928.250061 Iteration 17Q: 3 clusters Score -1023002 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21636 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1023033.750000 Penalty: 928.250061 Iteration 18Q: 3 clusters Score -1023034 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1023068.687500 Penalty: 928.250061 Iteration 19Q: 3 clusters Score -1023069 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -1023097.312500 Penalty: 928.250061 Iteration 20F: 3 clusters Score -1023097 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22151 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1023128.000000 Penalty: 928.250061 Iteration 21Q: 3 clusters Score -1023128 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22311 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1023164.187500 Penalty: 928.250061 Iteration 22Q: 3 clusters Score -1023164 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22477 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1023198.937500 Penalty: 928.250061 Iteration 23Q: 3 clusters Score -1023199 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22642 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1023234.000000 Penalty: 928.250061 Iteration 24Q: 3 clusters Score -1023234 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22797 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1023261.375000 Penalty: 928.250061 Iteration 25Q: 3 clusters Score -1023261 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22985 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1023304.937500 Penalty: 928.250061 Iteration 26Q: 3 clusters Score -1023305 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1023349.812500 Penalty: 928.250061 Iteration 27Q: 3 clusters Score -1023350 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1023385.125000 Penalty: 928.250061 Iteration 28Q: 3 clusters Score -1023385 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23517 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1023418.750000 Penalty: 928.250061 Iteration 29Q: 3 clusters Score -1023419 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23655 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1023447.250000 Penalty: 928.250061 Iteration 30Q: 3 clusters Score -1023447 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23785 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1023472.500000 Penalty: 928.250061 Iteration 31Q: 3 clusters Score -1023472 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1023497.875000 Penalty: 928.250061 Iteration 32Q: 3 clusters Score -1023498 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24028 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1023518.375000 Penalty: 928.250061 Iteration 33Q: 3 clusters Score -1023518 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24143 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1023546.312500 Penalty: 928.250061 Iteration 34Q: 3 clusters Score -1023546 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24250 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1023566.750000 Penalty: 928.250061 Iteration 35Q: 3 clusters Score -1023567 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24361 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1023592.312500 Penalty: 928.250061 Iteration 36Q: 3 clusters Score -1023592 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1023610.375000 Penalty: 928.250061 Iteration 37Q: 3 clusters Score -1023610 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24562 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1023625.437500 Penalty: 928.250061 Iteration 38Q: 3 clusters Score -1023625 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24643 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1023639.625000 Penalty: 928.250061 Iteration 39Q: 3 clusters Score -1023640 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24729 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1023657.937500 Penalty: 928.250061 Iteration 40F: 3 clusters Score -1023658 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24818 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1023674.625000 Penalty: 928.250061 Iteration 41Q: 3 clusters Score -1023675 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24909 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1023694.750000 Penalty: 928.250061 Iteration 42Q: 3 clusters Score -1023695 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1023710.687500 Penalty: 928.250061 Iteration 43Q: 3 clusters Score -1023711 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25071 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1023721.062500 Penalty: 928.250061 Iteration 44Q: 3 clusters Score -1023721 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1023734.000000 Penalty: 928.250061 Iteration 45Q: 3 clusters Score -1023734 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25197 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1023741.812500 Penalty: 928.250061 Iteration 46Q: 3 clusters Score -1023742 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25258 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1023752.562500 Penalty: 928.250061 Iteration 47Q: 3 clusters Score -1023753 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25318 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1023769.125000 Penalty: 928.250061 Iteration 48Q: 3 clusters Score -1023769 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25382 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -1023780.937500 Penalty: 928.250061 Iteration 49Q: 3 clusters Score -1023781 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25444 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1023796.000000 Penalty: 928.250061 Iteration 50Q: 3 clusters Score -1023796 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25489 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1023805.750000 Penalty: 928.250061 Iteration 51Q: 3 clusters Score -1023806 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25538 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1023815.687500 Penalty: 928.250061 Iteration 52Q: 3 clusters Score -1023816 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25578 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1023821.812500 Penalty: 928.250061 Iteration 53Q: 3 clusters Score -1023822 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25620 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1023828.562500 Penalty: 928.250061 Iteration 54Q: 3 clusters Score -1023829 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25654 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1023833.625000 Penalty: 928.250061 Iteration 55Q: 3 clusters Score -1023834 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25681 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1023834.312500 Penalty: 928.250061 Iteration 56Q: 3 clusters Score -1023834 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25699 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1023836.625000 Penalty: 928.250061 Iteration 57Q: 3 clusters Score -1023837 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1023841.375000 Penalty: 928.250061 Iteration 58Q: 3 clusters Score -1023841 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1023841.875000 Penalty: 928.250061 Iteration 59Q: 3 clusters Score -1023842 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25743 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1023844.125000 Penalty: 928.250061 Iteration 60F: 3 clusters Score -1023844 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25751 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1023845.937500 Penalty: 928.250061 Iteration 61Q: 3 clusters Score -1023846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25763 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1023848.812500 Penalty: 928.250061 Iteration 62Q: 3 clusters Score -1023849 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1023847.812500 Penalty: 928.250061 Iteration 63Q: 3 clusters Score -1023848 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25792 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1023848.312500 Penalty: 928.250061 Iteration 64Q: 3 clusters Score -1023848 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25807 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1023851.750000 Penalty: 928.250061 Iteration 65Q: 3 clusters Score -1023852 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25815 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1023852.500000 Penalty: 928.250061 Iteration 66Q: 3 clusters Score -1023852 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25826 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1023855.000000 Penalty: 928.250061 Iteration 67Q: 3 clusters Score -1023855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25836 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1023855.625000 Penalty: 928.250061 Iteration 68Q: 3 clusters Score -1023856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25844 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1023856.750000 Penalty: 928.250061 Iteration 69Q: 3 clusters Score -1023857 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25855 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1023858.187500 Penalty: 928.250061 Iteration 70Q: 3 clusters Score -1023858 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25863 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1023858.562500 Penalty: 928.250061 Iteration 71Q: 3 clusters Score -1023859 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25870 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1023861.375000 Penalty: 928.250061 Iteration 72Q: 3 clusters Score -1023861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25877 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1023863.250000 Penalty: 928.250061 Iteration 73Q: 3 clusters Score -1023863 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25883 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1023864.437500 Penalty: 928.250061 Iteration 74Q: 3 clusters Score -1023864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25890 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1023863.937500 Penalty: 928.250061 Iteration 75Q: 3 clusters Score -1023864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25897 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1023867.375000 Penalty: 928.250061 Iteration 76Q: 3 clusters Score -1023867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25904 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1023866.437500 Penalty: 928.250061 Iteration 77Q: 3 clusters Score -1023866 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25912 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1023868.625000 Penalty: 928.250061 Iteration 78Q: 3 clusters Score -1023869 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25924 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -1023870.500000 Penalty: 928.250061 Iteration 79Q: 3 clusters Score -1023870 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1023870.625000 Penalty: 928.250061 Iteration 80F: 3 clusters Score -1023871 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25951 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1023873.187500 Penalty: 928.250061 Iteration 81Q: 3 clusters Score -1023873 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1023874.687500 Penalty: 928.250061 Iteration 82Q: 3 clusters Score -1023875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25971 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1023877.687500 Penalty: 928.250061 Iteration 83Q: 3 clusters Score -1023878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1023877.750000 Penalty: 928.250061 Iteration 84Q: 3 clusters Score -1023878 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25985 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1023876.687500 Penalty: 928.250061 Iteration 85Q: 3 clusters Score -1023877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25989 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1023876.125000 Penalty: 928.250061 Iteration 86Q: 3 clusters Score -1023876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25993 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1023876.062500 Penalty: 928.250061 Iteration 87Q: 3 clusters Score -1023876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1023877.187500 Penalty: 928.250061 Iteration 88Q: 3 clusters Score -1023877 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26006 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1023877.000000 Penalty: 928.250061 Iteration 89Q: 3 clusters Score -1023877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1023877.937500 Penalty: 928.250061 Iteration 90Q: 3 clusters Score -1023878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1023877.937500 Penalty: 928.250061 Iteration 91F: 3 clusters Score -1023878 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Entering Unmasked Estep Score: -211508.468750 Penalty: 389.474060 Iteration 0F: 2 clusters Score -211508.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -207998.562500 Penalty: 778.948120 Iteration 0F: 3 clusters Score -207998.6 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -209400.687500 Penalty: 778.948120 Iteration 1F: 3 clusters Score -209400.7 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -209647.281250 Penalty: 778.948120 Iteration 2F: 3 clusters Score -209647.3 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -209884.968750 Penalty: 778.948120 Iteration 3F: 3 clusters Score -209885 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -210101.265625 Penalty: 778.948120 Iteration 4F: 3 clusters Score -210101.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -210308.734375 Penalty: 778.948120 Iteration 5F: 3 clusters Score -210308.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -210454.218750 Penalty: 778.948120 Iteration 6Q: 3 clusters Score -210454.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -210530.250000 Penalty: 778.948120 Iteration 7Q: 3 clusters Score -210530.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -210577.484375 Penalty: 778.948120 Iteration 8Q: 3 clusters Score -210577.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -210618.625000 Penalty: 778.948120 Iteration 9Q: 3 clusters Score -210618.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -210643.546875 Penalty: 778.948120 Iteration 10Q: 3 clusters Score -210643.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -210662.375000 Penalty: 778.948120 Iteration 11Q: 3 clusters Score -210662.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -210680.343750 Penalty: 778.948120 Iteration 12Q: 3 clusters Score -210680.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -210694.218750 Penalty: 778.948120 Iteration 13Q: 3 clusters Score -210694.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -210703.562500 Penalty: 778.948120 Iteration 14Q: 3 clusters Score -210703.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -210709.953125 Penalty: 778.948120 Iteration 15Q: 3 clusters Score -210710 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -210714.937500 Penalty: 778.948120 Iteration 16Q: 3 clusters Score -210714.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -210718.906250 Penalty: 778.948120 Iteration 17Q: 3 clusters Score -210718.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -210723.640625 Penalty: 778.948120 Iteration 18Q: 3 clusters Score -210723.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -210727.703125 Penalty: 778.948120 Iteration 19Q: 3 clusters Score -210727.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -210733.671875 Penalty: 778.948120 Iteration 20F: 3 clusters Score -210733.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -210741.640625 Penalty: 778.948120 Iteration 21Q: 3 clusters Score -210741.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -210750.359375 Penalty: 778.948120 Iteration 22Q: 3 clusters Score -210750.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -210756.562500 Penalty: 778.948120 Iteration 23Q: 3 clusters Score -210756.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -210760.265625 Penalty: 778.948120 Iteration 24Q: 3 clusters Score -210760.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -210763.281250 Penalty: 778.948120 Iteration 25Q: 3 clusters Score -210763.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -210767.031250 Penalty: 778.948120 Iteration 26Q: 3 clusters Score -210767 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -210772.203125 Penalty: 778.948120 Iteration 27Q: 3 clusters Score -210772.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -210774.312500 Penalty: 778.948120 Iteration 28Q: 3 clusters Score -210774.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -210775.812500 Penalty: 778.948120 Iteration 29Q: 3 clusters Score -210775.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -210775.468750 Penalty: 778.948120 Iteration 30Q: 3 clusters Score -210775.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -210776.156250 Penalty: 778.948120 Iteration 31Q: 3 clusters Score -210776.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -210776.093750 Penalty: 778.948120 Iteration 32Q: 3 clusters Score -210776.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -210776.281250 Penalty: 778.948120 Iteration 33Q: 3 clusters Score -210776.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -210776.625000 Penalty: 778.948120 Iteration 34Q: 3 clusters Score -210776.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -210777.171875 Penalty: 778.948120 Iteration 35Q: 3 clusters Score -210777.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -210777.906250 Penalty: 778.948120 Iteration 36Q: 3 clusters Score -210777.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -210778.609375 Penalty: 778.948120 Iteration 37Q: 3 clusters Score -210778.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -210779.093750 Penalty: 778.948120 Iteration 38Q: 3 clusters Score -210779.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -210778.984375 Penalty: 778.948120 Iteration 39Q: 3 clusters Score -210779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -210780.046875 Penalty: 778.948120 Iteration 40F: 3 clusters Score -210780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -210779.937500 Penalty: 778.948120 Iteration 41Q: 3 clusters Score -210779.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -210779.937500 Penalty: 778.948120 Iteration 42F: 3 clusters Score -210779.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (17703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17703 members Entering Unmasked Estep Score: -672470.187500 Penalty: 445.057770 Iteration 0F: 2 clusters Score -672470.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -660715.875000 Penalty: 890.115540 Iteration 0F: 3 clusters Score -660715.9 nChanged 8372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -665748.125000 Penalty: 890.115540 Iteration 1F: 3 clusters Score -665748.1 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 7453 members Entering Unmasked Estep Score: -666257.250000 Penalty: 890.115540 Iteration 2F: 3 clusters Score -666257.2 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -666947.062500 Penalty: 890.115540 Iteration 3F: 3 clusters Score -666947.1 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -667786.312500 Penalty: 890.115540 Iteration 4F: 3 clusters Score -667786.3 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -668810.062500 Penalty: 890.115540 Iteration 5F: 3 clusters Score -668810.1 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13594 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -669853.250000 Penalty: 890.115540 Iteration 6F: 3 clusters Score -669853.2 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -670585.062500 Penalty: 890.115540 Iteration 7Q: 3 clusters Score -670585.1 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14694 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -670986.437500 Penalty: 890.115540 Iteration 8Q: 3 clusters Score -670986.4 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -671252.750000 Penalty: 890.115540 Iteration 9Q: 3 clusters Score -671252.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15353 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -671413.125000 Penalty: 890.115540 Iteration 10Q: 3 clusters Score -671413.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -671521.437500 Penalty: 890.115540 Iteration 11Q: 3 clusters Score -671521.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -671614.625000 Penalty: 890.115540 Iteration 12Q: 3 clusters Score -671614.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -671692.000000 Penalty: 890.115540 Iteration 13Q: 3 clusters Score -671692 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16091 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -671747.250000 Penalty: 890.115540 Iteration 14Q: 3 clusters Score -671747.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16227 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -671801.875000 Penalty: 890.115540 Iteration 15Q: 3 clusters Score -671801.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -671847.437500 Penalty: 890.115540 Iteration 16Q: 3 clusters Score -671847.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -671885.625000 Penalty: 890.115540 Iteration 17Q: 3 clusters Score -671885.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16578 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -671925.937500 Penalty: 890.115540 Iteration 18Q: 3 clusters Score -671925.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16674 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -671961.125000 Penalty: 890.115540 Iteration 19Q: 3 clusters Score -671961.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16765 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -671991.750000 Penalty: 890.115540 Iteration 20F: 3 clusters Score -671991.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16837 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -672016.875000 Penalty: 890.115540 Iteration 21Q: 3 clusters Score -672016.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16898 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -672031.125000 Penalty: 890.115540 Iteration 22Q: 3 clusters Score -672031.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -672046.125000 Penalty: 890.115540 Iteration 23Q: 3 clusters Score -672046.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -672061.062500 Penalty: 890.115540 Iteration 24Q: 3 clusters Score -672061.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17014 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -672068.937500 Penalty: 890.115540 Iteration 25Q: 3 clusters Score -672068.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -672076.562500 Penalty: 890.115540 Iteration 26Q: 3 clusters Score -672076.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -672082.125000 Penalty: 890.115540 Iteration 27Q: 3 clusters Score -672082.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17078 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -672086.750000 Penalty: 890.115540 Iteration 28Q: 3 clusters Score -672086.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -672092.375000 Penalty: 890.115540 Iteration 29Q: 3 clusters Score -672092.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17125 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -672099.500000 Penalty: 890.115540 Iteration 30Q: 3 clusters Score -672099.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -672107.375000 Penalty: 890.115540 Iteration 31Q: 3 clusters Score -672107.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17167 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -672112.187500 Penalty: 890.115540 Iteration 32Q: 3 clusters Score -672112.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -672118.562500 Penalty: 890.115540 Iteration 33Q: 3 clusters Score -672118.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -672123.500000 Penalty: 890.115540 Iteration 34Q: 3 clusters Score -672123.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -672124.500000 Penalty: 890.115540 Iteration 35Q: 3 clusters Score -672124.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -672127.500000 Penalty: 890.115540 Iteration 36Q: 3 clusters Score -672127.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -672130.125000 Penalty: 890.115540 Iteration 37Q: 3 clusters Score -672130.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -672128.750000 Penalty: 890.115540 Iteration 38Q: 3 clusters Score -672128.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17227 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -672129.062500 Penalty: 890.115540 Iteration 39Q: 3 clusters Score -672129.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -672129.000000 Penalty: 890.115540 Iteration 40F: 3 clusters Score -672129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -672130.187500 Penalty: 890.115540 Iteration 41Q: 3 clusters Score -672130.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -672130.187500 Penalty: 890.115540 Iteration 42F: 3 clusters Score -672130.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -16463.169922 Penalty: 274.831573 Iteration 0F: 2 clusters Score -16463.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16023.054688 Penalty: 549.663147 Iteration 0F: 3 clusters Score -16023.05 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16117.595703 Penalty: 549.663147 Iteration 1F: 3 clusters Score -16117.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16135.718750 Penalty: 549.663147 Iteration 2F: 3 clusters Score -16135.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -16145.399414 Penalty: 549.663147 Iteration 3Q: 3 clusters Score -16145.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -16155.537109 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -16155.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -16157.067383 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -16157.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16158.876953 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -16158.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16161.296875 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -16161.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16162.030273 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -16162.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -16162.670898 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -16162.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -16163.226562 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -16163.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -16164.447266 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -16164.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16166.370117 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -16166.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16169.624023 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -16169.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16171.554688 Penalty: 549.663147 Iteration 14Q: 3 clusters Score -16171.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -16173.551758 Penalty: 549.663147 Iteration 15Q: 3 clusters Score -16173.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16175.108398 Penalty: 549.663147 Iteration 16Q: 3 clusters Score -16175.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -16175.573242 Penalty: 549.663147 Iteration 17Q: 3 clusters Score -16175.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16176.099609 Penalty: 549.663147 Iteration 18Q: 3 clusters Score -16176.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16180.189453 Penalty: 549.663147 Iteration 19Q: 3 clusters Score -16180.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -16182.457031 Penalty: 549.663147 Iteration 20F: 3 clusters Score -16182.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -16183.315430 Penalty: 549.663147 Iteration 21Q: 3 clusters Score -16183.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -16183.949219 Penalty: 549.663147 Iteration 22Q: 3 clusters Score -16183.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -16184.699219 Penalty: 549.663147 Iteration 23Q: 3 clusters Score -16184.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -16185.497070 Penalty: 549.663147 Iteration 24Q: 3 clusters Score -16185.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -16187.087891 Penalty: 549.663147 Iteration 25Q: 3 clusters Score -16187.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16188.049805 Penalty: 549.663147 Iteration 26Q: 3 clusters Score -16188.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -16189.860352 Penalty: 549.663147 Iteration 27Q: 3 clusters Score -16189.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16191.502930 Penalty: 549.663147 Iteration 28Q: 3 clusters Score -16191.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16192.610352 Penalty: 549.663147 Iteration 29Q: 3 clusters Score -16192.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16193.526367 Penalty: 549.663147 Iteration 30Q: 3 clusters Score -16193.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16194.145508 Penalty: 549.663147 Iteration 31Q: 3 clusters Score -16194.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16194.145508 Penalty: 549.663147 Iteration 32F: 3 clusters Score -16194.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Entering Unmasked Estep Score: -42033.640625 Penalty: 318.598083 Iteration 0F: 2 clusters Score -42033.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -41147.203125 Penalty: 637.196167 Iteration 0F: 3 clusters Score -41147.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -41410.433594 Penalty: 637.196167 Iteration 1F: 3 clusters Score -41410.43 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -41450.125000 Penalty: 637.196167 Iteration 2F: 3 clusters Score -41450.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -41471.140625 Penalty: 637.196167 Iteration 3Q: 3 clusters Score -41471.14 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -41491.835938 Penalty: 637.196167 Iteration 4Q: 3 clusters Score -41491.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -41512.839844 Penalty: 637.196167 Iteration 5Q: 3 clusters Score -41512.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -41532.832031 Penalty: 637.196167 Iteration 6Q: 3 clusters Score -41532.83 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -41547.007812 Penalty: 637.196167 Iteration 7Q: 3 clusters Score -41547.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -41563.695312 Penalty: 637.196167 Iteration 8Q: 3 clusters Score -41563.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -41582.253906 Penalty: 637.196167 Iteration 9Q: 3 clusters Score -41582.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -41595.160156 Penalty: 637.196167 Iteration 10Q: 3 clusters Score -41595.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -41608.730469 Penalty: 637.196167 Iteration 11Q: 3 clusters Score -41608.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -41615.917969 Penalty: 637.196167 Iteration 12Q: 3 clusters Score -41615.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -41623.945312 Penalty: 637.196167 Iteration 13Q: 3 clusters Score -41623.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -41633.863281 Penalty: 637.196167 Iteration 14Q: 3 clusters Score -41633.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -41642.734375 Penalty: 637.196167 Iteration 15Q: 3 clusters Score -41642.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -41648.714844 Penalty: 637.196167 Iteration 16Q: 3 clusters Score -41648.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -41653.902344 Penalty: 637.196167 Iteration 17Q: 3 clusters Score -41653.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -41659.843750 Penalty: 637.196167 Iteration 18Q: 3 clusters Score -41659.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -41662.328125 Penalty: 637.196167 Iteration 19Q: 3 clusters Score -41662.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -41673.621094 Penalty: 637.196167 Iteration 20F: 3 clusters Score -41673.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -41692.074219 Penalty: 637.196167 Iteration 21Q: 3 clusters Score -41692.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -41724.953125 Penalty: 637.196167 Iteration 22Q: 3 clusters Score -41724.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -41742.800781 Penalty: 637.196167 Iteration 23Q: 3 clusters Score -41742.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -41755.593750 Penalty: 637.196167 Iteration 24Q: 3 clusters Score -41755.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -41764.937500 Penalty: 637.196167 Iteration 25Q: 3 clusters Score -41764.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -41768.503906 Penalty: 637.196167 Iteration 26Q: 3 clusters Score -41768.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -41770.562500 Penalty: 637.196167 Iteration 27Q: 3 clusters Score -41770.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -41772.695312 Penalty: 637.196167 Iteration 28Q: 3 clusters Score -41772.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -41775.039062 Penalty: 637.196167 Iteration 29Q: 3 clusters Score -41775.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -41776.605469 Penalty: 637.196167 Iteration 30Q: 3 clusters Score -41776.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -41777.238281 Penalty: 637.196167 Iteration 31Q: 3 clusters Score -41777.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -41777.238281 Penalty: 637.196167 Iteration 32F: 3 clusters Score -41777.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Entering Unmasked Estep Score: -28483.509766 Penalty: 307.493286 Iteration 0F: 2 clusters Score -28483.51 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 431 members Entering Unmasked Estep Score: -27784.984375 Penalty: 614.986572 Iteration 0F: 3 clusters Score -27784.98 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28042.271484 Penalty: 614.986572 Iteration 1F: 3 clusters Score -28042.27 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28107.052734 Penalty: 614.986572 Iteration 2F: 3 clusters Score -28107.05 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28156.042969 Penalty: 614.986572 Iteration 3F: 3 clusters Score -28156.04 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -28190.191406 Penalty: 614.986572 Iteration 4Q: 3 clusters Score -28190.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28211.683594 Penalty: 614.986572 Iteration 5Q: 3 clusters Score -28211.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -28229.568359 Penalty: 614.986572 Iteration 6Q: 3 clusters Score -28229.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -28245.265625 Penalty: 614.986572 Iteration 7Q: 3 clusters Score -28245.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -28253.224609 Penalty: 614.986572 Iteration 8Q: 3 clusters Score -28253.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -28263.242188 Penalty: 614.986572 Iteration 9Q: 3 clusters Score -28263.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -28271.537109 Penalty: 614.986572 Iteration 10Q: 3 clusters Score -28271.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -28279.101562 Penalty: 614.986572 Iteration 11Q: 3 clusters Score -28279.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28283.542969 Penalty: 614.986572 Iteration 12Q: 3 clusters Score -28283.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -28284.716797 Penalty: 614.986572 Iteration 13Q: 3 clusters Score -28284.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28285.671875 Penalty: 614.986572 Iteration 14Q: 3 clusters Score -28285.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -28287.468750 Penalty: 614.986572 Iteration 15Q: 3 clusters Score -28287.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -28288.839844 Penalty: 614.986572 Iteration 16Q: 3 clusters Score -28288.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -28288.939453 Penalty: 614.986572 Iteration 17Q: 3 clusters Score -28288.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -28288.939453 Penalty: 614.986572 Iteration 18F: 3 clusters Score -28288.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -5680.639648 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5680.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -5753.528809 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5753.529 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5776.500488 Penalty: 472.559082 Iteration 2F: 3 clusters Score -5776.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -5785.323242 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5785.323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5788.047852 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5788.048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5790.843262 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -5790.843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5792.179688 Penalty: 472.559082 Iteration 6Q: 3 clusters Score -5792.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5793.789062 Penalty: 472.559082 Iteration 7Q: 3 clusters Score -5793.789 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5793.789062 Penalty: 472.559082 Iteration 8F: 3 clusters Score -5793.789 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (2805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Entering Unmasked Estep Score: -116419.984375 Penalty: 361.231720 Iteration 0F: 2 clusters Score -116420 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -114416.328125 Penalty: 722.463440 Iteration 0F: 3 clusters Score -114416.3 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -115052.812500 Penalty: 722.463440 Iteration 1F: 3 clusters Score -115052.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -115145.023438 Penalty: 722.463440 Iteration 2F: 3 clusters Score -115145 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -115227.585938 Penalty: 722.463440 Iteration 3F: 3 clusters Score -115227.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -115334.828125 Penalty: 722.463440 Iteration 4F: 3 clusters Score -115334.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -115485.164062 Penalty: 722.463440 Iteration 5F: 3 clusters Score -115485.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -115661.875000 Penalty: 722.463440 Iteration 6F: 3 clusters Score -115661.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -115798.984375 Penalty: 722.463440 Iteration 7F: 3 clusters Score -115799 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -115887.156250 Penalty: 722.463440 Iteration 8Q: 3 clusters Score -115887.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -115938.328125 Penalty: 722.463440 Iteration 9Q: 3 clusters Score -115938.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -115971.093750 Penalty: 722.463440 Iteration 10Q: 3 clusters Score -115971.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -116001.992188 Penalty: 722.463440 Iteration 11Q: 3 clusters Score -116002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -116022.601562 Penalty: 722.463440 Iteration 12Q: 3 clusters Score -116022.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -116047.773438 Penalty: 722.463440 Iteration 13Q: 3 clusters Score -116047.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -116058.062500 Penalty: 722.463440 Iteration 14Q: 3 clusters Score -116058.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -116069.273438 Penalty: 722.463440 Iteration 15Q: 3 clusters Score -116069.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -116076.187500 Penalty: 722.463440 Iteration 16Q: 3 clusters Score -116076.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -116079.625000 Penalty: 722.463440 Iteration 17Q: 3 clusters Score -116079.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -116083.250000 Penalty: 722.463440 Iteration 18Q: 3 clusters Score -116083.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -116086.062500 Penalty: 722.463440 Iteration 19Q: 3 clusters Score -116086.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -116088.039062 Penalty: 722.463440 Iteration 20F: 3 clusters Score -116088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -116090.804688 Penalty: 722.463440 Iteration 21Q: 3 clusters Score -116090.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -116093.953125 Penalty: 722.463440 Iteration 22Q: 3 clusters Score -116094 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -116096.617188 Penalty: 722.463440 Iteration 23Q: 3 clusters Score -116096.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -116099.718750 Penalty: 722.463440 Iteration 24Q: 3 clusters Score -116099.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -116103.132812 Penalty: 722.463440 Iteration 25Q: 3 clusters Score -116103.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -116104.453125 Penalty: 722.463440 Iteration 26Q: 3 clusters Score -116104.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -116106.328125 Penalty: 722.463440 Iteration 27Q: 3 clusters Score -116106.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -116107.015625 Penalty: 722.463440 Iteration 28Q: 3 clusters Score -116107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -116107.507812 Penalty: 722.463440 Iteration 29Q: 3 clusters Score -116107.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -116108.218750 Penalty: 722.463440 Iteration 30Q: 3 clusters Score -116108.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -116108.218750 Penalty: 722.463440 Iteration 31F: 3 clusters Score -116108.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Entering Unmasked Estep Score: -283789.593750 Penalty: 403.710907 Iteration 0F: 2 clusters Score -283789.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -279032.593750 Penalty: 807.421814 Iteration 0F: 3 clusters Score -279032.6 nChanged 3261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -280947.750000 Penalty: 807.421814 Iteration 1F: 3 clusters Score -280947.8 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -281170.281250 Penalty: 807.421814 Iteration 2F: 3 clusters Score -281170.3 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -281404.125000 Penalty: 807.421814 Iteration 3F: 3 clusters Score -281404.1 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -281707.500000 Penalty: 807.421814 Iteration 4F: 3 clusters Score -281707.5 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -282042.187500 Penalty: 807.421814 Iteration 5F: 3 clusters Score -282042.2 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -282248.218750 Penalty: 807.421814 Iteration 6F: 3 clusters Score -282248.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -282349.656250 Penalty: 807.421814 Iteration 7Q: 3 clusters Score -282349.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -282411.062500 Penalty: 807.421814 Iteration 8Q: 3 clusters Score -282411.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -282460.656250 Penalty: 807.421814 Iteration 9Q: 3 clusters Score -282460.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -282500.375000 Penalty: 807.421814 Iteration 10Q: 3 clusters Score -282500.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -282537.406250 Penalty: 807.421814 Iteration 11Q: 3 clusters Score -282537.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -282574.750000 Penalty: 807.421814 Iteration 12Q: 3 clusters Score -282574.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -282597.000000 Penalty: 807.421814 Iteration 13Q: 3 clusters Score -282597 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -282620.406250 Penalty: 807.421814 Iteration 14Q: 3 clusters Score -282620.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -282641.843750 Penalty: 807.421814 Iteration 15Q: 3 clusters Score -282641.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -282660.906250 Penalty: 807.421814 Iteration 16Q: 3 clusters Score -282660.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -282677.562500 Penalty: 807.421814 Iteration 17Q: 3 clusters Score -282677.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -282696.375000 Penalty: 807.421814 Iteration 18Q: 3 clusters Score -282696.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -282713.062500 Penalty: 807.421814 Iteration 19Q: 3 clusters Score -282713.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -282735.406250 Penalty: 807.421814 Iteration 20F: 3 clusters Score -282735.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -282755.000000 Penalty: 807.421814 Iteration 21Q: 3 clusters Score -282755 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -282768.687500 Penalty: 807.421814 Iteration 22Q: 3 clusters Score -282768.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -282784.156250 Penalty: 807.421814 Iteration 23Q: 3 clusters Score -282784.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -282796.437500 Penalty: 807.421814 Iteration 24Q: 3 clusters Score -282796.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -282806.281250 Penalty: 807.421814 Iteration 25Q: 3 clusters Score -282806.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -282820.468750 Penalty: 807.421814 Iteration 26Q: 3 clusters Score -282820.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -282833.687500 Penalty: 807.421814 Iteration 27Q: 3 clusters Score -282833.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -282844.125000 Penalty: 807.421814 Iteration 28Q: 3 clusters Score -282844.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -282855.093750 Penalty: 807.421814 Iteration 29Q: 3 clusters Score -282855.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -282864.812500 Penalty: 807.421814 Iteration 30Q: 3 clusters Score -282864.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -282879.406250 Penalty: 807.421814 Iteration 31Q: 3 clusters Score -282879.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -282894.531250 Penalty: 807.421814 Iteration 32Q: 3 clusters Score -282894.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -282911.343750 Penalty: 807.421814 Iteration 33Q: 3 clusters Score -282911.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -282931.156250 Penalty: 807.421814 Iteration 34Q: 3 clusters Score -282931.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -282953.875000 Penalty: 807.421814 Iteration 35Q: 3 clusters Score -282953.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -282985.875000 Penalty: 807.421814 Iteration 36Q: 3 clusters Score -282985.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -283024.312500 Penalty: 807.421814 Iteration 37Q: 3 clusters Score -283024.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -283075.937500 Penalty: 807.421814 Iteration 38Q: 3 clusters Score -283075.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -283136.093750 Penalty: 807.421814 Iteration 39Q: 3 clusters Score -283136.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -283188.281250 Penalty: 807.421814 Iteration 40F: 3 clusters Score -283188.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -283212.906250 Penalty: 807.421814 Iteration 41Q: 3 clusters Score -283212.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -283235.218750 Penalty: 807.421814 Iteration 42Q: 3 clusters Score -283235.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -283253.000000 Penalty: 807.421814 Iteration 43Q: 3 clusters Score -283253 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -283264.343750 Penalty: 807.421814 Iteration 44Q: 3 clusters Score -283264.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -283274.468750 Penalty: 807.421814 Iteration 45Q: 3 clusters Score -283274.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -283283.781250 Penalty: 807.421814 Iteration 46Q: 3 clusters Score -283283.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -283292.281250 Penalty: 807.421814 Iteration 47Q: 3 clusters Score -283292.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -283300.437500 Penalty: 807.421814 Iteration 48Q: 3 clusters Score -283300.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -283308.281250 Penalty: 807.421814 Iteration 49Q: 3 clusters Score -283308.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -283312.218750 Penalty: 807.421814 Iteration 50Q: 3 clusters Score -283312.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -283314.593750 Penalty: 807.421814 Iteration 51Q: 3 clusters Score -283314.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -283315.468750 Penalty: 807.421814 Iteration 52Q: 3 clusters Score -283315.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -283316.281250 Penalty: 807.421814 Iteration 53Q: 3 clusters Score -283316.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -283317.156250 Penalty: 807.421814 Iteration 54Q: 3 clusters Score -283317.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -283317.531250 Penalty: 807.421814 Iteration 55Q: 3 clusters Score -283317.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -283318.375000 Penalty: 807.421814 Iteration 56Q: 3 clusters Score -283318.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -283318.593750 Penalty: 807.421814 Iteration 57Q: 3 clusters Score -283318.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -283319.375000 Penalty: 807.421814 Iteration 58Q: 3 clusters Score -283319.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -283318.937500 Penalty: 807.421814 Iteration 59Q: 3 clusters Score -283318.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -283318.843750 Penalty: 807.421814 Iteration 60F: 3 clusters Score -283318.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -283319.750000 Penalty: 807.421814 Iteration 61Q: 3 clusters Score -283319.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -283319.218750 Penalty: 807.421814 Iteration 62Q: 3 clusters Score -283319.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -283319.218750 Penalty: 807.421814 Iteration 63F: 3 clusters Score -283319.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Entering Unmasked Estep Score: -51926.347656 Penalty: 332.993561 Iteration 0F: 2 clusters Score -51926.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -50799.769531 Penalty: 665.987122 Iteration 0F: 3 clusters Score -50799.77 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -51168.851562 Penalty: 665.987122 Iteration 1F: 3 clusters Score -51168.85 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -51268.601562 Penalty: 665.987122 Iteration 2F: 3 clusters Score -51268.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -51374.656250 Penalty: 665.987122 Iteration 3F: 3 clusters Score -51374.66 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -51486.199219 Penalty: 665.987122 Iteration 4F: 3 clusters Score -51486.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -51573.445312 Penalty: 665.987122 Iteration 5F: 3 clusters Score -51573.45 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -51634.410156 Penalty: 665.987122 Iteration 6Q: 3 clusters Score -51634.41 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -51686.562500 Penalty: 665.987122 Iteration 7Q: 3 clusters Score -51686.56 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -51734.238281 Penalty: 665.987122 Iteration 8Q: 3 clusters Score -51734.24 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -51773.792969 Penalty: 665.987122 Iteration 9Q: 3 clusters Score -51773.79 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -51791.484375 Penalty: 665.987122 Iteration 10Q: 3 clusters Score -51791.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -51804.351562 Penalty: 665.987122 Iteration 11Q: 3 clusters Score -51804.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51812.265625 Penalty: 665.987122 Iteration 12Q: 3 clusters Score -51812.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -51819.523438 Penalty: 665.987122 Iteration 13Q: 3 clusters Score -51819.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -51821.730469 Penalty: 665.987122 Iteration 14Q: 3 clusters Score -51821.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51822.730469 Penalty: 665.987122 Iteration 15Q: 3 clusters Score -51822.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51823.632812 Penalty: 665.987122 Iteration 16Q: 3 clusters Score -51823.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51824.558594 Penalty: 665.987122 Iteration 17Q: 3 clusters Score -51824.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -51825.218750 Penalty: 665.987122 Iteration 18Q: 3 clusters Score -51825.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -51825.941406 Penalty: 665.987122 Iteration 19Q: 3 clusters Score -51825.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -51826.742188 Penalty: 665.987122 Iteration 20F: 3 clusters Score -51826.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -51827.539062 Penalty: 665.987122 Iteration 21Q: 3 clusters Score -51827.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -51827.796875 Penalty: 665.987122 Iteration 22Q: 3 clusters Score -51827.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -51827.796875 Penalty: 665.987122 Iteration 23F: 3 clusters Score -51827.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Entering Unmasked Estep Score: -29202.464844 Penalty: 302.763947 Iteration 0F: 2 clusters Score -29202.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -28544.650391 Penalty: 605.527893 Iteration 0F: 3 clusters Score -28544.65 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -28735.859375 Penalty: 605.527893 Iteration 1F: 3 clusters Score -28735.86 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28773.023438 Penalty: 605.527893 Iteration 2F: 3 clusters Score -28773.02 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28793.988281 Penalty: 605.527893 Iteration 3Q: 3 clusters Score -28793.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28806.113281 Penalty: 605.527893 Iteration 4Q: 3 clusters Score -28806.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -28813.986328 Penalty: 605.527893 Iteration 5Q: 3 clusters Score -28813.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -28819.945312 Penalty: 605.527893 Iteration 6Q: 3 clusters Score -28819.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -28830.777344 Penalty: 605.527893 Iteration 7Q: 3 clusters Score -28830.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -28841.314453 Penalty: 605.527893 Iteration 8Q: 3 clusters Score -28841.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -28853.824219 Penalty: 605.527893 Iteration 9Q: 3 clusters Score -28853.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -28869.666016 Penalty: 605.527893 Iteration 10Q: 3 clusters Score -28869.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -28882.941406 Penalty: 605.527893 Iteration 11Q: 3 clusters Score -28882.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -28891.101562 Penalty: 605.527893 Iteration 12Q: 3 clusters Score -28891.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28897.656250 Penalty: 605.527893 Iteration 13Q: 3 clusters Score -28897.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -28902.244141 Penalty: 605.527893 Iteration 14Q: 3 clusters Score -28902.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -28907.322266 Penalty: 605.527893 Iteration 15Q: 3 clusters Score -28907.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -28913.343750 Penalty: 605.527893 Iteration 16Q: 3 clusters Score -28913.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -28917.658203 Penalty: 605.527893 Iteration 17Q: 3 clusters Score -28917.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -28921.138672 Penalty: 605.527893 Iteration 18Q: 3 clusters Score -28921.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -28923.251953 Penalty: 605.527893 Iteration 19Q: 3 clusters Score -28923.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -28924.472656 Penalty: 605.527893 Iteration 20F: 3 clusters Score -28924.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28927.281250 Penalty: 605.527893 Iteration 21Q: 3 clusters Score -28927.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -28928.582031 Penalty: 605.527893 Iteration 22Q: 3 clusters Score -28928.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -28934.119141 Penalty: 605.527893 Iteration 23Q: 3 clusters Score -28934.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -28938.443359 Penalty: 605.527893 Iteration 24Q: 3 clusters Score -28938.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -28941.689453 Penalty: 605.527893 Iteration 25Q: 3 clusters Score -28941.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -28942.945312 Penalty: 605.527893 Iteration 26Q: 3 clusters Score -28942.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -28944.279297 Penalty: 605.527893 Iteration 27Q: 3 clusters Score -28944.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -28946.609375 Penalty: 605.527893 Iteration 28Q: 3 clusters Score -28946.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -28947.314453 Penalty: 605.527893 Iteration 29Q: 3 clusters Score -28947.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -28947.570312 Penalty: 605.527893 Iteration 30Q: 3 clusters Score -28947.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -28947.570312 Penalty: 605.527893 Iteration 31F: 3 clusters Score -28947.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (33382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33382 members Entering Unmasked Estep Score: -1315619.875000 Penalty: 473.917633 Iteration 0F: 2 clusters Score -1315620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -1293323.375000 Penalty: 947.835266 Iteration 0F: 3 clusters Score -1293323 nChanged 15941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -1303477.250000 Penalty: 947.835266 Iteration 1F: 3 clusters Score -1303477 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21150 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -1304691.625000 Penalty: 947.835266 Iteration 2F: 3 clusters Score -1304692 nChanged 2517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -1306329.875000 Penalty: 947.835266 Iteration 3F: 3 clusters Score -1306330 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25544 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1308250.875000 Penalty: 947.835266 Iteration 4F: 3 clusters Score -1308251 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27850 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -1310340.750000 Penalty: 947.835266 Iteration 5F: 3 clusters Score -1310341 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29993 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1312400.875000 Penalty: 947.835266 Iteration 6F: 3 clusters Score -1312401 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31548 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1313856.250000 Penalty: 947.835266 Iteration 7Q: 3 clusters Score -1313856 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32456 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1314660.500000 Penalty: 947.835266 Iteration 8Q: 3 clusters Score -1314660 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32914 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1315051.250000 Penalty: 947.835266 Iteration 9Q: 3 clusters Score -1315051 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33088 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1315182.000000 Penalty: 947.835266 Iteration 10Q: 3 clusters Score -1315182 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1315237.125000 Penalty: 947.835266 Iteration 11Q: 3 clusters Score -1315237 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33192 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1315279.000000 Penalty: 947.835266 Iteration 12Q: 3 clusters Score -1315279 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33209 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1315311.500000 Penalty: 947.835266 Iteration 13Q: 3 clusters Score -1315312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33214 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1315336.000000 Penalty: 947.835266 Iteration 14Q: 3 clusters Score -1315336 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33212 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1315355.750000 Penalty: 947.835266 Iteration 15Q: 3 clusters Score -1315356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33214 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1315369.000000 Penalty: 947.835266 Iteration 16Q: 3 clusters Score -1315369 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1315369.250000 Penalty: 947.835266 Iteration 17Q: 3 clusters Score -1315369 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33206 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1315373.500000 Penalty: 947.835266 Iteration 18Q: 3 clusters Score -1315374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33203 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1315380.875000 Penalty: 947.835266 Iteration 19Q: 3 clusters Score -1315381 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33203 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1315379.750000 Penalty: 947.835266 Iteration 20F: 3 clusters Score -1315380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1315379.875000 Penalty: 947.835266 Iteration 21Q: 3 clusters Score -1315380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33205 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1315378.250000 Penalty: 947.835266 Iteration 22Q: 3 clusters Score -1315378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33205 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1315378.250000 Penalty: 947.835266 Iteration 23F: 3 clusters Score -1315378 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Entering Unmasked Estep Score: -33108.968750 Penalty: 319.581024 Iteration 0F: 2 clusters Score -33108.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -32246.574219 Penalty: 639.162048 Iteration 0F: 3 clusters Score -32246.57 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -32641.261719 Penalty: 639.162048 Iteration 1F: 3 clusters Score -32641.26 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -32782.339844 Penalty: 639.162048 Iteration 2F: 3 clusters Score -32782.34 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -32842.457031 Penalty: 639.162048 Iteration 3F: 3 clusters Score -32842.46 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -32862.433594 Penalty: 639.162048 Iteration 4Q: 3 clusters Score -32862.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -32873.117188 Penalty: 639.162048 Iteration 5Q: 3 clusters Score -32873.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -32885.941406 Penalty: 639.162048 Iteration 6Q: 3 clusters Score -32885.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -32897.046875 Penalty: 639.162048 Iteration 7Q: 3 clusters Score -32897.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -32910.175781 Penalty: 639.162048 Iteration 8Q: 3 clusters Score -32910.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -32924.027344 Penalty: 639.162048 Iteration 9Q: 3 clusters Score -32924.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -32932.082031 Penalty: 639.162048 Iteration 10Q: 3 clusters Score -32932.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -32940.597656 Penalty: 639.162048 Iteration 11Q: 3 clusters Score -32940.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -32947.089844 Penalty: 639.162048 Iteration 12Q: 3 clusters Score -32947.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -32954.929688 Penalty: 639.162048 Iteration 13Q: 3 clusters Score -32954.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -32968.683594 Penalty: 639.162048 Iteration 14Q: 3 clusters Score -32968.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -32986.246094 Penalty: 639.162048 Iteration 15Q: 3 clusters Score -32986.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -32998.250000 Penalty: 639.162048 Iteration 16Q: 3 clusters Score -32998.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -33005.777344 Penalty: 639.162048 Iteration 17Q: 3 clusters Score -33005.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -33007.964844 Penalty: 639.162048 Iteration 18Q: 3 clusters Score -33007.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -33010.906250 Penalty: 639.162048 Iteration 19Q: 3 clusters Score -33010.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -33014.582031 Penalty: 639.162048 Iteration 20F: 3 clusters Score -33014.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -33016.046875 Penalty: 639.162048 Iteration 21Q: 3 clusters Score -33016.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -33016.531250 Penalty: 639.162048 Iteration 22Q: 3 clusters Score -33016.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -33016.742188 Penalty: 639.162048 Iteration 23Q: 3 clusters Score -33016.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -33016.742188 Penalty: 639.162048 Iteration 24F: 3 clusters Score -33016.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -29756.884766 Penalty: 302.881042 Iteration 0F: 2 clusters Score -29756.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -29073.912109 Penalty: 605.762085 Iteration 0F: 3 clusters Score -29073.91 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -29258.207031 Penalty: 605.762085 Iteration 1F: 3 clusters Score -29258.21 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -29293.056641 Penalty: 605.762085 Iteration 2F: 3 clusters Score -29293.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -29308.058594 Penalty: 605.762085 Iteration 3Q: 3 clusters Score -29308.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29316.701172 Penalty: 605.762085 Iteration 4Q: 3 clusters Score -29316.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29325.998047 Penalty: 605.762085 Iteration 5Q: 3 clusters Score -29326 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -29336.392578 Penalty: 605.762085 Iteration 6Q: 3 clusters Score -29336.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -29345.705078 Penalty: 605.762085 Iteration 7Q: 3 clusters Score -29345.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -29353.976562 Penalty: 605.762085 Iteration 8Q: 3 clusters Score -29353.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -29360.173828 Penalty: 605.762085 Iteration 9Q: 3 clusters Score -29360.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -29366.236328 Penalty: 605.762085 Iteration 10Q: 3 clusters Score -29366.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -29373.210938 Penalty: 605.762085 Iteration 11Q: 3 clusters Score -29373.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -29378.755859 Penalty: 605.762085 Iteration 12Q: 3 clusters Score -29378.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -29386.287109 Penalty: 605.762085 Iteration 13Q: 3 clusters Score -29386.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -29395.353516 Penalty: 605.762085 Iteration 14Q: 3 clusters Score -29395.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29402.886719 Penalty: 605.762085 Iteration 15Q: 3 clusters Score -29402.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -29406.791016 Penalty: 605.762085 Iteration 16Q: 3 clusters Score -29406.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -29412.830078 Penalty: 605.762085 Iteration 17Q: 3 clusters Score -29412.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29419.876953 Penalty: 605.762085 Iteration 18Q: 3 clusters Score -29419.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -29428.210938 Penalty: 605.762085 Iteration 19Q: 3 clusters Score -29428.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -29435.425781 Penalty: 605.762085 Iteration 20F: 3 clusters Score -29435.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -29441.558594 Penalty: 605.762085 Iteration 21Q: 3 clusters Score -29441.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -29446.666016 Penalty: 605.762085 Iteration 22Q: 3 clusters Score -29446.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -29453.388672 Penalty: 605.762085 Iteration 23Q: 3 clusters Score -29453.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -29460.142578 Penalty: 605.762085 Iteration 24Q: 3 clusters Score -29460.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -29464.597656 Penalty: 605.762085 Iteration 25Q: 3 clusters Score -29464.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -29467.378906 Penalty: 605.762085 Iteration 26Q: 3 clusters Score -29467.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -29468.923828 Penalty: 605.762085 Iteration 27Q: 3 clusters Score -29468.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -29471.363281 Penalty: 605.762085 Iteration 28Q: 3 clusters Score -29471.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -29473.302734 Penalty: 605.762085 Iteration 29Q: 3 clusters Score -29473.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -29473.734375 Penalty: 605.762085 Iteration 30Q: 3 clusters Score -29473.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -29474.099609 Penalty: 605.762085 Iteration 31Q: 3 clusters Score -29474.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -29474.099609 Penalty: 605.762085 Iteration 32F: 3 clusters Score -29474.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -46938.847656 Penalty: 329.871613 Iteration 0F: 2 clusters Score -46938.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -45913.554688 Penalty: 659.743225 Iteration 0F: 3 clusters Score -45913.55 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -46347.667969 Penalty: 659.743225 Iteration 1F: 3 clusters Score -46347.67 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -46473.933594 Penalty: 659.743225 Iteration 2F: 3 clusters Score -46473.93 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -46552.964844 Penalty: 659.743225 Iteration 3F: 3 clusters Score -46552.96 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -46609.191406 Penalty: 659.743225 Iteration 4F: 3 clusters Score -46609.19 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -46662.992188 Penalty: 659.743225 Iteration 5Q: 3 clusters Score -46662.99 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -46716.117188 Penalty: 659.743225 Iteration 6Q: 3 clusters Score -46716.12 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -46754.652344 Penalty: 659.743225 Iteration 7Q: 3 clusters Score -46754.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -46777.871094 Penalty: 659.743225 Iteration 8Q: 3 clusters Score -46777.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -46799.152344 Penalty: 659.743225 Iteration 9Q: 3 clusters Score -46799.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -46810.562500 Penalty: 659.743225 Iteration 10Q: 3 clusters Score -46810.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -46816.246094 Penalty: 659.743225 Iteration 11Q: 3 clusters Score -46816.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -46819.398438 Penalty: 659.743225 Iteration 12Q: 3 clusters Score -46819.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46821.984375 Penalty: 659.743225 Iteration 13Q: 3 clusters Score -46821.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -46824.046875 Penalty: 659.743225 Iteration 14Q: 3 clusters Score -46824.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -46826.667969 Penalty: 659.743225 Iteration 15Q: 3 clusters Score -46826.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -46829.054688 Penalty: 659.743225 Iteration 16Q: 3 clusters Score -46829.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46830.085938 Penalty: 659.743225 Iteration 17Q: 3 clusters Score -46830.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -46831.132812 Penalty: 659.743225 Iteration 18Q: 3 clusters Score -46831.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46832.058594 Penalty: 659.743225 Iteration 19Q: 3 clusters Score -46832.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46832.058594 Penalty: 659.743225 Iteration 20F: 3 clusters Score -46832.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Entering Unmasked Estep Score: -25634.220703 Penalty: 312.016876 Iteration 0F: 2 clusters Score -25634.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -24848.501953 Penalty: 624.033752 Iteration 0F: 3 clusters Score -24848.5 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25108.207031 Penalty: 624.033752 Iteration 1F: 3 clusters Score -25108.21 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -25179.843750 Penalty: 624.033752 Iteration 2F: 3 clusters Score -25179.84 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -25221.792969 Penalty: 624.033752 Iteration 3F: 3 clusters Score -25221.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -25267.359375 Penalty: 624.033752 Iteration 4F: 3 clusters Score -25267.36 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -25284.685547 Penalty: 624.033752 Iteration 5Q: 3 clusters Score -25284.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -25300.994141 Penalty: 624.033752 Iteration 6Q: 3 clusters Score -25300.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -25314.560547 Penalty: 624.033752 Iteration 7Q: 3 clusters Score -25314.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -25325.257812 Penalty: 624.033752 Iteration 8Q: 3 clusters Score -25325.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25332.876953 Penalty: 624.033752 Iteration 9Q: 3 clusters Score -25332.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -25337.029297 Penalty: 624.033752 Iteration 10Q: 3 clusters Score -25337.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25338.773438 Penalty: 624.033752 Iteration 11Q: 3 clusters Score -25338.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25339.425781 Penalty: 624.033752 Iteration 12Q: 3 clusters Score -25339.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25339.812500 Penalty: 624.033752 Iteration 13Q: 3 clusters Score -25339.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -25342.898438 Penalty: 624.033752 Iteration 14Q: 3 clusters Score -25342.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -25345.876953 Penalty: 624.033752 Iteration 15Q: 3 clusters Score -25345.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -25346.701172 Penalty: 624.033752 Iteration 16Q: 3 clusters Score -25346.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25349.369141 Penalty: 624.033752 Iteration 17Q: 3 clusters Score -25349.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -25351.597656 Penalty: 624.033752 Iteration 18Q: 3 clusters Score -25351.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25355.384766 Penalty: 624.033752 Iteration 19Q: 3 clusters Score -25355.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25358.023438 Penalty: 624.033752 Iteration 20F: 3 clusters Score -25358.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25360.531250 Penalty: 624.033752 Iteration 21Q: 3 clusters Score -25360.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -25364.197266 Penalty: 624.033752 Iteration 22Q: 3 clusters Score -25364.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -25372.066406 Penalty: 624.033752 Iteration 23Q: 3 clusters Score -25372.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25384.078125 Penalty: 624.033752 Iteration 24Q: 3 clusters Score -25384.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -25397.679688 Penalty: 624.033752 Iteration 25Q: 3 clusters Score -25397.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25414.968750 Penalty: 624.033752 Iteration 26Q: 3 clusters Score -25414.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25430.470703 Penalty: 624.033752 Iteration 27Q: 3 clusters Score -25430.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25436.949219 Penalty: 624.033752 Iteration 28Q: 3 clusters Score -25436.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -25443.718750 Penalty: 624.033752 Iteration 29Q: 3 clusters Score -25443.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -25452.265625 Penalty: 624.033752 Iteration 30Q: 3 clusters Score -25452.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -25459.457031 Penalty: 624.033752 Iteration 31Q: 3 clusters Score -25459.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -25466.242188 Penalty: 624.033752 Iteration 32Q: 3 clusters Score -25466.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -25469.583984 Penalty: 624.033752 Iteration 33Q: 3 clusters Score -25469.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25474.505859 Penalty: 624.033752 Iteration 34Q: 3 clusters Score -25474.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25480.798828 Penalty: 624.033752 Iteration 35Q: 3 clusters Score -25480.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -25494.613281 Penalty: 624.033752 Iteration 36Q: 3 clusters Score -25494.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25497.828125 Penalty: 624.033752 Iteration 37Q: 3 clusters Score -25497.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25498.712891 Penalty: 624.033752 Iteration 38Q: 3 clusters Score -25498.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25501.105469 Penalty: 624.033752 Iteration 39Q: 3 clusters Score -25501.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25503.738281 Penalty: 624.033752 Iteration 40F: 3 clusters Score -25503.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25505.044922 Penalty: 624.033752 Iteration 41Q: 3 clusters Score -25505.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25507.544922 Penalty: 624.033752 Iteration 42Q: 3 clusters Score -25507.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25508.693359 Penalty: 624.033752 Iteration 43Q: 3 clusters Score -25508.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -25509.076172 Penalty: 624.033752 Iteration 44Q: 3 clusters Score -25509.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25510.335938 Penalty: 624.033752 Iteration 45Q: 3 clusters Score -25510.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25510.988281 Penalty: 624.033752 Iteration 46Q: 3 clusters Score -25510.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25511.289062 Penalty: 624.033752 Iteration 47Q: 3 clusters Score -25511.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25511.519531 Penalty: 624.033752 Iteration 48Q: 3 clusters Score -25511.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25511.519531 Penalty: 624.033752 Iteration 49F: 3 clusters Score -25511.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -32509.953125 Penalty: 302.997894 Iteration 0F: 2 clusters Score -32509.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -31833.941406 Penalty: 605.995789 Iteration 0F: 3 clusters Score -31833.94 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -32005.250000 Penalty: 605.995789 Iteration 1F: 3 clusters Score -32005.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -32031.478516 Penalty: 605.995789 Iteration 2F: 3 clusters Score -32031.48 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -32051.761719 Penalty: 605.995789 Iteration 3Q: 3 clusters Score -32051.76 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -32070.453125 Penalty: 605.995789 Iteration 4Q: 3 clusters Score -32070.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -32078.392578 Penalty: 605.995789 Iteration 5Q: 3 clusters Score -32078.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -32090.218750 Penalty: 605.995789 Iteration 6Q: 3 clusters Score -32090.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -32106.148438 Penalty: 605.995789 Iteration 7Q: 3 clusters Score -32106.15 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -32121.837891 Penalty: 605.995789 Iteration 8Q: 3 clusters Score -32121.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -32130.025391 Penalty: 605.995789 Iteration 9Q: 3 clusters Score -32130.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -32136.480469 Penalty: 605.995789 Iteration 10Q: 3 clusters Score -32136.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32141.978516 Penalty: 605.995789 Iteration 11Q: 3 clusters Score -32141.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -32144.322266 Penalty: 605.995789 Iteration 12Q: 3 clusters Score -32144.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -32144.685547 Penalty: 605.995789 Iteration 13Q: 3 clusters Score -32144.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -32146.312500 Penalty: 605.995789 Iteration 14Q: 3 clusters Score -32146.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -32146.970703 Penalty: 605.995789 Iteration 15Q: 3 clusters Score -32146.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -32147.134766 Penalty: 605.995789 Iteration 16Q: 3 clusters Score -32147.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -32147.134766 Penalty: 605.995789 Iteration 17F: 3 clusters Score -32147.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Entering Unmasked Estep Score: -25170.328125 Penalty: 292.552246 Iteration 0F: 2 clusters Score -25170.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -24624.677734 Penalty: 585.104492 Iteration 0F: 3 clusters Score -24624.68 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -24794.898438 Penalty: 585.104492 Iteration 1F: 3 clusters Score -24794.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -24841.470703 Penalty: 585.104492 Iteration 2F: 3 clusters Score -24841.47 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -24872.847656 Penalty: 585.104492 Iteration 3Q: 3 clusters Score -24872.85 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -24914.906250 Penalty: 585.104492 Iteration 4F: 3 clusters Score -24914.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -24942.566406 Penalty: 585.104492 Iteration 5Q: 3 clusters Score -24942.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -24957.517578 Penalty: 585.104492 Iteration 6Q: 3 clusters Score -24957.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -24970.882812 Penalty: 585.104492 Iteration 7Q: 3 clusters Score -24970.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -24978.734375 Penalty: 585.104492 Iteration 8Q: 3 clusters Score -24978.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -24984.320312 Penalty: 585.104492 Iteration 9Q: 3 clusters Score -24984.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -24992.933594 Penalty: 585.104492 Iteration 10Q: 3 clusters Score -24992.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -24996.902344 Penalty: 585.104492 Iteration 11Q: 3 clusters Score -24996.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25001.859375 Penalty: 585.104492 Iteration 12Q: 3 clusters Score -25001.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25004.195312 Penalty: 585.104492 Iteration 13Q: 3 clusters Score -25004.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25005.720703 Penalty: 585.104492 Iteration 14Q: 3 clusters Score -25005.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25006.093750 Penalty: 585.104492 Iteration 15Q: 3 clusters Score -25006.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25006.660156 Penalty: 585.104492 Iteration 16Q: 3 clusters Score -25006.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -25007.349609 Penalty: 585.104492 Iteration 17Q: 3 clusters Score -25007.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -25008.150391 Penalty: 585.104492 Iteration 18Q: 3 clusters Score -25008.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -25009.033203 Penalty: 585.104492 Iteration 19Q: 3 clusters Score -25009.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -25010.054688 Penalty: 585.104492 Iteration 20F: 3 clusters Score -25010.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25010.470703 Penalty: 585.104492 Iteration 21Q: 3 clusters Score -25010.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25010.470703 Penalty: 585.104492 Iteration 22F: 3 clusters Score -25010.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (7247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Entering Unmasked Estep Score: -251668.796875 Penalty: 404.419586 Iteration 0F: 2 clusters Score -251668.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -246805.156250 Penalty: 808.839172 Iteration 0F: 3 clusters Score -246805.2 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -248684.750000 Penalty: 808.839172 Iteration 1F: 3 clusters Score -248684.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -248886.843750 Penalty: 808.839172 Iteration 2F: 3 clusters Score -248886.8 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -249113.609375 Penalty: 808.839172 Iteration 3F: 3 clusters Score -249113.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -249348.015625 Penalty: 808.839172 Iteration 4F: 3 clusters Score -249348 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -249579.281250 Penalty: 808.839172 Iteration 5F: 3 clusters Score -249579.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -249807.328125 Penalty: 808.839172 Iteration 6F: 3 clusters Score -249807.3 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -250031.703125 Penalty: 808.839172 Iteration 7Q: 3 clusters Score -250031.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -250184.593750 Penalty: 808.839172 Iteration 8Q: 3 clusters Score -250184.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -250267.671875 Penalty: 808.839172 Iteration 9Q: 3 clusters Score -250267.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -250313.531250 Penalty: 808.839172 Iteration 10Q: 3 clusters Score -250313.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -250341.406250 Penalty: 808.839172 Iteration 11Q: 3 clusters Score -250341.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -250370.609375 Penalty: 808.839172 Iteration 12Q: 3 clusters Score -250370.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -250394.328125 Penalty: 808.839172 Iteration 13Q: 3 clusters Score -250394.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -250415.296875 Penalty: 808.839172 Iteration 14Q: 3 clusters Score -250415.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -250433.703125 Penalty: 808.839172 Iteration 15Q: 3 clusters Score -250433.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -250451.703125 Penalty: 808.839172 Iteration 16Q: 3 clusters Score -250451.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -250471.921875 Penalty: 808.839172 Iteration 17Q: 3 clusters Score -250471.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -250489.734375 Penalty: 808.839172 Iteration 18Q: 3 clusters Score -250489.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -250509.625000 Penalty: 808.839172 Iteration 19Q: 3 clusters Score -250509.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -250531.093750 Penalty: 808.839172 Iteration 20F: 3 clusters Score -250531.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -250553.093750 Penalty: 808.839172 Iteration 21Q: 3 clusters Score -250553.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -250577.187500 Penalty: 808.839172 Iteration 22Q: 3 clusters Score -250577.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -250599.390625 Penalty: 808.839172 Iteration 23Q: 3 clusters Score -250599.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -250624.312500 Penalty: 808.839172 Iteration 24Q: 3 clusters Score -250624.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -250656.468750 Penalty: 808.839172 Iteration 25Q: 3 clusters Score -250656.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -250690.687500 Penalty: 808.839172 Iteration 26Q: 3 clusters Score -250690.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -250736.937500 Penalty: 808.839172 Iteration 27Q: 3 clusters Score -250736.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -250787.687500 Penalty: 808.839172 Iteration 28Q: 3 clusters Score -250787.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -250835.062500 Penalty: 808.839172 Iteration 29Q: 3 clusters Score -250835.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -250881.218750 Penalty: 808.839172 Iteration 30Q: 3 clusters Score -250881.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -250937.531250 Penalty: 808.839172 Iteration 31Q: 3 clusters Score -250937.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -250984.593750 Penalty: 808.839172 Iteration 32Q: 3 clusters Score -250984.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -251026.218750 Penalty: 808.839172 Iteration 33Q: 3 clusters Score -251026.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -251064.812500 Penalty: 808.839172 Iteration 34Q: 3 clusters Score -251064.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -251105.140625 Penalty: 808.839172 Iteration 35Q: 3 clusters Score -251105.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -251141.593750 Penalty: 808.839172 Iteration 36Q: 3 clusters Score -251141.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -251171.812500 Penalty: 808.839172 Iteration 37Q: 3 clusters Score -251171.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -251196.781250 Penalty: 808.839172 Iteration 38Q: 3 clusters Score -251196.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -251216.421875 Penalty: 808.839172 Iteration 39Q: 3 clusters Score -251216.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -251238.187500 Penalty: 808.839172 Iteration 40F: 3 clusters Score -251238.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -251268.500000 Penalty: 808.839172 Iteration 41Q: 3 clusters Score -251268.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -251303.281250 Penalty: 808.839172 Iteration 42Q: 3 clusters Score -251303.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -251340.328125 Penalty: 808.839172 Iteration 43Q: 3 clusters Score -251340.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -251374.921875 Penalty: 808.839172 Iteration 44Q: 3 clusters Score -251374.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -251403.484375 Penalty: 808.839172 Iteration 45Q: 3 clusters Score -251403.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -251425.750000 Penalty: 808.839172 Iteration 46Q: 3 clusters Score -251425.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -251439.687500 Penalty: 808.839172 Iteration 47Q: 3 clusters Score -251439.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -251449.281250 Penalty: 808.839172 Iteration 48Q: 3 clusters Score -251449.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -251450.265625 Penalty: 808.839172 Iteration 49Q: 3 clusters Score -251450.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -251450.406250 Penalty: 808.839172 Iteration 50Q: 3 clusters Score -251450.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -251450.406250 Penalty: 808.839172 Iteration 51F: 3 clusters Score -251450.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 43 (13834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Entering Unmasked Estep Score: -557114.937500 Penalty: 433.837250 Iteration 0F: 2 clusters Score -557114.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -547853.937500 Penalty: 867.674500 Iteration 0F: 3 clusters Score -547853.9 nChanged 6533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -551823.312500 Penalty: 867.674500 Iteration 1F: 3 clusters Score -551823.3 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -552247.312500 Penalty: 867.674500 Iteration 2F: 3 clusters Score -552247.3 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -552666.250000 Penalty: 867.674500 Iteration 3F: 3 clusters Score -552666.2 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -553150.437500 Penalty: 867.674500 Iteration 4F: 3 clusters Score -553150.4 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -553648.312500 Penalty: 867.674500 Iteration 5F: 3 clusters Score -553648.3 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -554130.250000 Penalty: 867.674500 Iteration 6F: 3 clusters Score -554130.2 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -554490.125000 Penalty: 867.674500 Iteration 7Q: 3 clusters Score -554490.1 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -554743.437500 Penalty: 867.674500 Iteration 8Q: 3 clusters Score -554743.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -554899.000000 Penalty: 867.674500 Iteration 9Q: 3 clusters Score -554899 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -555006.312500 Penalty: 867.674500 Iteration 10Q: 3 clusters Score -555006.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -555085.937500 Penalty: 867.674500 Iteration 11Q: 3 clusters Score -555085.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -555149.562500 Penalty: 867.674500 Iteration 12Q: 3 clusters Score -555149.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -555225.500000 Penalty: 867.674500 Iteration 13Q: 3 clusters Score -555225.5 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -555307.062500 Penalty: 867.674500 Iteration 14Q: 3 clusters Score -555307.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 10639 members Entering Unmasked Estep Score: -555392.937500 Penalty: 867.674500 Iteration 15Q: 3 clusters Score -555392.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -555487.437500 Penalty: 867.674500 Iteration 16Q: 3 clusters Score -555487.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -555597.500000 Penalty: 867.674500 Iteration 17Q: 3 clusters Score -555597.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -555707.187500 Penalty: 867.674500 Iteration 18Q: 3 clusters Score -555707.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -555834.812500 Penalty: 867.674500 Iteration 19Q: 3 clusters Score -555834.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -555953.312500 Penalty: 867.674500 Iteration 20F: 3 clusters Score -555953.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -556057.250000 Penalty: 867.674500 Iteration 21Q: 3 clusters Score -556057.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -556149.625000 Penalty: 867.674500 Iteration 22Q: 3 clusters Score -556149.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -556232.375000 Penalty: 867.674500 Iteration 23Q: 3 clusters Score -556232.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 12593 members Entering Unmasked Estep Score: -556302.937500 Penalty: 867.674500 Iteration 24Q: 3 clusters Score -556302.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 12726 members Entering Unmasked Estep Score: -556369.562500 Penalty: 867.674500 Iteration 25Q: 3 clusters Score -556369.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -556419.000000 Penalty: 867.674500 Iteration 26Q: 3 clusters Score -556419 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -556467.062500 Penalty: 867.674500 Iteration 27Q: 3 clusters Score -556467.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -556508.375000 Penalty: 867.674500 Iteration 28Q: 3 clusters Score -556508.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 13072 members Entering Unmasked Estep Score: -556543.062500 Penalty: 867.674500 Iteration 29Q: 3 clusters Score -556543.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 13130 members Entering Unmasked Estep Score: -556582.937500 Penalty: 867.674500 Iteration 30Q: 3 clusters Score -556582.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -556629.500000 Penalty: 867.674500 Iteration 31Q: 3 clusters Score -556629.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -556664.125000 Penalty: 867.674500 Iteration 32Q: 3 clusters Score -556664.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -556692.687500 Penalty: 867.674500 Iteration 33Q: 3 clusters Score -556692.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -556708.812500 Penalty: 867.674500 Iteration 34Q: 3 clusters Score -556708.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -556728.437500 Penalty: 867.674500 Iteration 35Q: 3 clusters Score -556728.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -556739.312500 Penalty: 867.674500 Iteration 36Q: 3 clusters Score -556739.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -556751.125000 Penalty: 867.674500 Iteration 37Q: 3 clusters Score -556751.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -556755.875000 Penalty: 867.674500 Iteration 38Q: 3 clusters Score -556755.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -556758.500000 Penalty: 867.674500 Iteration 39Q: 3 clusters Score -556758.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -556763.875000 Penalty: 867.674500 Iteration 40F: 3 clusters Score -556763.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -556767.687500 Penalty: 867.674500 Iteration 41Q: 3 clusters Score -556767.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -556769.312500 Penalty: 867.674500 Iteration 42Q: 3 clusters Score -556769.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 13444 members Entering Unmasked Estep Score: -556771.437500 Penalty: 867.674500 Iteration 43Q: 3 clusters Score -556771.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -556774.437500 Penalty: 867.674500 Iteration 44Q: 3 clusters Score -556774.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -556775.375000 Penalty: 867.674500 Iteration 45Q: 3 clusters Score -556775.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -556776.250000 Penalty: 867.674500 Iteration 46Q: 3 clusters Score -556776.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -556777.750000 Penalty: 867.674500 Iteration 47Q: 3 clusters Score -556777.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -556778.250000 Penalty: 867.674500 Iteration 48Q: 3 clusters Score -556778.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -556779.625000 Penalty: 867.674500 Iteration 49Q: 3 clusters Score -556779.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -556780.312500 Penalty: 867.674500 Iteration 50Q: 3 clusters Score -556780.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -556780.500000 Penalty: 867.674500 Iteration 51Q: 3 clusters Score -556780.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -556780.500000 Penalty: 867.674500 Iteration 52F: 3 clusters Score -556780.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (3065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Entering Unmasked Estep Score: -121958.460938 Penalty: 365.265015 Iteration 0F: 2 clusters Score -121958.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -119807.398438 Penalty: 730.530029 Iteration 0F: 3 clusters Score -119807.4 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -120626.890625 Penalty: 730.530029 Iteration 1F: 3 clusters Score -120626.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -120834.226562 Penalty: 730.530029 Iteration 2F: 3 clusters Score -120834.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -121073.875000 Penalty: 730.530029 Iteration 3F: 3 clusters Score -121073.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -121251.625000 Penalty: 730.530029 Iteration 4F: 3 clusters Score -121251.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -121397.375000 Penalty: 730.530029 Iteration 5F: 3 clusters Score -121397.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -121511.460938 Penalty: 730.530029 Iteration 6Q: 3 clusters Score -121511.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -121576.398438 Penalty: 730.530029 Iteration 7Q: 3 clusters Score -121576.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -121633.757812 Penalty: 730.530029 Iteration 8Q: 3 clusters Score -121633.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -121664.585938 Penalty: 730.530029 Iteration 9Q: 3 clusters Score -121664.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -121678.859375 Penalty: 730.530029 Iteration 10Q: 3 clusters Score -121678.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -121689.835938 Penalty: 730.530029 Iteration 11Q: 3 clusters Score -121689.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -121694.906250 Penalty: 730.530029 Iteration 12Q: 3 clusters Score -121694.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -121696.765625 Penalty: 730.530029 Iteration 13Q: 3 clusters Score -121696.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -121698.695312 Penalty: 730.530029 Iteration 14Q: 3 clusters Score -121698.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -121699.921875 Penalty: 730.530029 Iteration 15Q: 3 clusters Score -121699.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -121702.031250 Penalty: 730.530029 Iteration 16Q: 3 clusters Score -121702 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -121703.304688 Penalty: 730.530029 Iteration 17Q: 3 clusters Score -121703.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -121704.781250 Penalty: 730.530029 Iteration 18Q: 3 clusters Score -121704.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -121706.203125 Penalty: 730.530029 Iteration 19Q: 3 clusters Score -121706.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -121706.757812 Penalty: 730.530029 Iteration 20F: 3 clusters Score -121706.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Entering Unmasked Estep Score: -2681.220459 Penalty: 217.066162 Iteration 0F: 2 clusters Score -2681.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -2477.792236 Penalty: 434.132324 Iteration 0F: 3 clusters Score -2477.792 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2548.124268 Penalty: 434.132324 Iteration 1F: 3 clusters Score -2548.124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -2554.347168 Penalty: 434.132324 Iteration 2Q: 3 clusters Score -2554.347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -2558.779297 Penalty: 434.132324 Iteration 3Q: 3 clusters Score -2558.779 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -2558.779297 Penalty: 434.132324 Iteration 4F: 3 clusters Score -2558.779 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -114366.125000 Penalty: 362.369080 Iteration 0F: 2 clusters Score -114366.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -112368.773438 Penalty: 724.738159 Iteration 0F: 3 clusters Score -112368.8 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -113023.500000 Penalty: 724.738159 Iteration 1F: 3 clusters Score -113023.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -113132.351562 Penalty: 724.738159 Iteration 2F: 3 clusters Score -113132.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -113228.953125 Penalty: 724.738159 Iteration 3F: 3 clusters Score -113229 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -113324.195312 Penalty: 724.738159 Iteration 4F: 3 clusters Score -113324.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -113419.117188 Penalty: 724.738159 Iteration 5F: 3 clusters Score -113419.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -113513.296875 Penalty: 724.738159 Iteration 6Q: 3 clusters Score -113513.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -113575.156250 Penalty: 724.738159 Iteration 7Q: 3 clusters Score -113575.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -113630.179688 Penalty: 724.738159 Iteration 8Q: 3 clusters Score -113630.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -113681.687500 Penalty: 724.738159 Iteration 9Q: 3 clusters Score -113681.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -113727.726562 Penalty: 724.738159 Iteration 10Q: 3 clusters Score -113727.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -113771.476562 Penalty: 724.738159 Iteration 11Q: 3 clusters Score -113771.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -113816.210938 Penalty: 724.738159 Iteration 12Q: 3 clusters Score -113816.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -113854.500000 Penalty: 724.738159 Iteration 13Q: 3 clusters Score -113854.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -113883.617188 Penalty: 724.738159 Iteration 14Q: 3 clusters Score -113883.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -113899.703125 Penalty: 724.738159 Iteration 15Q: 3 clusters Score -113899.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -113915.562500 Penalty: 724.738159 Iteration 16Q: 3 clusters Score -113915.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -113933.664062 Penalty: 724.738159 Iteration 17Q: 3 clusters Score -113933.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -113946.039062 Penalty: 724.738159 Iteration 18Q: 3 clusters Score -113946 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -113951.960938 Penalty: 724.738159 Iteration 19Q: 3 clusters Score -113952 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -113957.585938 Penalty: 724.738159 Iteration 20F: 3 clusters Score -113957.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -113960.562500 Penalty: 724.738159 Iteration 21Q: 3 clusters Score -113960.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -113962.187500 Penalty: 724.738159 Iteration 22Q: 3 clusters Score -113962.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -113963.140625 Penalty: 724.738159 Iteration 23Q: 3 clusters Score -113963.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -113963.796875 Penalty: 724.738159 Iteration 24Q: 3 clusters Score -113963.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -113964.226562 Penalty: 724.738159 Iteration 25Q: 3 clusters Score -113964.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -113965.781250 Penalty: 724.738159 Iteration 26Q: 3 clusters Score -113965.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -113968.718750 Penalty: 724.738159 Iteration 27Q: 3 clusters Score -113968.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -113972.218750 Penalty: 724.738159 Iteration 28Q: 3 clusters Score -113972.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -113975.117188 Penalty: 724.738159 Iteration 29Q: 3 clusters Score -113975.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -113977.007812 Penalty: 724.738159 Iteration 30Q: 3 clusters Score -113977 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -113980.242188 Penalty: 724.738159 Iteration 31Q: 3 clusters Score -113980.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -113983.820312 Penalty: 724.738159 Iteration 32Q: 3 clusters Score -113983.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -113988.312500 Penalty: 724.738159 Iteration 33Q: 3 clusters Score -113988.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -113991.171875 Penalty: 724.738159 Iteration 34Q: 3 clusters Score -113991.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -113993.101562 Penalty: 724.738159 Iteration 35Q: 3 clusters Score -113993.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -113994.453125 Penalty: 724.738159 Iteration 36Q: 3 clusters Score -113994.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -113995.585938 Penalty: 724.738159 Iteration 37Q: 3 clusters Score -113995.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -113997.789062 Penalty: 724.738159 Iteration 38Q: 3 clusters Score -113997.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -113999.664062 Penalty: 724.738159 Iteration 39Q: 3 clusters Score -113999.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -114000.835938 Penalty: 724.738159 Iteration 40F: 3 clusters Score -114000.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -114002.031250 Penalty: 724.738159 Iteration 41Q: 3 clusters Score -114002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -114002.796875 Penalty: 724.738159 Iteration 42Q: 3 clusters Score -114002.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -114004.031250 Penalty: 724.738159 Iteration 43Q: 3 clusters Score -114004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -114004.109375 Penalty: 724.738159 Iteration 44Q: 3 clusters Score -114004.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -114004.687500 Penalty: 724.738159 Iteration 45Q: 3 clusters Score -114004.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -114005.054688 Penalty: 724.738159 Iteration 46Q: 3 clusters Score -114005.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -114005.718750 Penalty: 724.738159 Iteration 47Q: 3 clusters Score -114005.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -114007.140625 Penalty: 724.738159 Iteration 48Q: 3 clusters Score -114007.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -114007.820312 Penalty: 724.738159 Iteration 49Q: 3 clusters Score -114007.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -114009.140625 Penalty: 724.738159 Iteration 50Q: 3 clusters Score -114009.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -114010.156250 Penalty: 724.738159 Iteration 51Q: 3 clusters Score -114010.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -114011.890625 Penalty: 724.738159 Iteration 52Q: 3 clusters Score -114011.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -114015.117188 Penalty: 724.738159 Iteration 53Q: 3 clusters Score -114015.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -114019.726562 Penalty: 724.738159 Iteration 54Q: 3 clusters Score -114019.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -114024.898438 Penalty: 724.738159 Iteration 55Q: 3 clusters Score -114024.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -114026.960938 Penalty: 724.738159 Iteration 56Q: 3 clusters Score -114027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -114027.484375 Penalty: 724.738159 Iteration 57Q: 3 clusters Score -114027.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -114027.484375 Penalty: 724.738159 Iteration 58F: 3 clusters Score -114027.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (1848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Entering Unmasked Estep Score: -70512.765625 Penalty: 342.244598 Iteration 0F: 2 clusters Score -70512.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -69170.484375 Penalty: 684.489197 Iteration 0F: 3 clusters Score -69170.48 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -69640.906250 Penalty: 684.489197 Iteration 1F: 3 clusters Score -69640.91 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -69773.703125 Penalty: 684.489197 Iteration 2F: 3 clusters Score -69773.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -69868.796875 Penalty: 684.489197 Iteration 3F: 3 clusters Score -69868.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -69945.453125 Penalty: 684.489197 Iteration 4F: 3 clusters Score -69945.45 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -70012.281250 Penalty: 684.489197 Iteration 5Q: 3 clusters Score -70012.28 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -70072.312500 Penalty: 684.489197 Iteration 6Q: 3 clusters Score -70072.31 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -70109.601562 Penalty: 684.489197 Iteration 7Q: 3 clusters Score -70109.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -70130.281250 Penalty: 684.489197 Iteration 8Q: 3 clusters Score -70130.28 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -70147.867188 Penalty: 684.489197 Iteration 9Q: 3 clusters Score -70147.87 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -70160.835938 Penalty: 684.489197 Iteration 10Q: 3 clusters Score -70160.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -70172.601562 Penalty: 684.489197 Iteration 11Q: 3 clusters Score -70172.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -70187.398438 Penalty: 684.489197 Iteration 12Q: 3 clusters Score -70187.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -70203.007812 Penalty: 684.489197 Iteration 13Q: 3 clusters Score -70203.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -70213.031250 Penalty: 684.489197 Iteration 14Q: 3 clusters Score -70213.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -70224.898438 Penalty: 684.489197 Iteration 15Q: 3 clusters Score -70224.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -70239.148438 Penalty: 684.489197 Iteration 16Q: 3 clusters Score -70239.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -70248.945312 Penalty: 684.489197 Iteration 17Q: 3 clusters Score -70248.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -70263.023438 Penalty: 684.489197 Iteration 18Q: 3 clusters Score -70263.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -70281.484375 Penalty: 684.489197 Iteration 19Q: 3 clusters Score -70281.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -70311.312500 Penalty: 684.489197 Iteration 20F: 3 clusters Score -70311.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -70334.500000 Penalty: 684.489197 Iteration 21Q: 3 clusters Score -70334.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -70352.273438 Penalty: 684.489197 Iteration 22Q: 3 clusters Score -70352.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -70364.312500 Penalty: 684.489197 Iteration 23Q: 3 clusters Score -70364.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -70369.585938 Penalty: 684.489197 Iteration 24Q: 3 clusters Score -70369.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -70370.804688 Penalty: 684.489197 Iteration 25Q: 3 clusters Score -70370.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -70370.898438 Penalty: 684.489197 Iteration 26Q: 3 clusters Score -70370.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -70371.718750 Penalty: 684.489197 Iteration 27Q: 3 clusters Score -70371.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70372.835938 Penalty: 684.489197 Iteration 28Q: 3 clusters Score -70372.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70372.828125 Penalty: 684.489197 Iteration 29Q: 3 clusters Score -70372.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70372.828125 Penalty: 684.489197 Iteration 30F: 3 clusters Score -70372.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54429 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1212 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8121 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5032 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 87410 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17703 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 861 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7247 members Mstep: Class 43 contains 13834 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469471.000000 Penalty: 27552.666016 Iteration 199Q: 48 clusters Score -1.446947e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54447 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9164 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5030 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17689 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 862 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7245 members Mstep: Class 43 contains 13834 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -14469473.000000 Penalty: 27552.666016 Iteration 200F: 48 clusters Score -1.446947e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54459 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1210 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9163 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 5027 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4522 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17682 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 862 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1407 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7245 members Mstep: Class 43 contains 13834 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -14469471.000000 Penalty: 27552.666016 Iteration 201Q: 48 clusters Score -1.446947e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54468 members Mstep: Class 2 contains 7892 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5024 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17679 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 862 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1406 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7245 members Mstep: Class 43 contains 13833 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469477.000000 Penalty: 27552.666016 Iteration 202Q: 48 clusters Score -1.446948e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54473 members Mstep: Class 2 contains 7891 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5019 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17677 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 862 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7244 members Mstep: Class 43 contains 13834 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469475.000000 Penalty: 27552.666016 Iteration 203Q: 48 clusters Score -1.446948e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54478 members Mstep: Class 2 contains 7890 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5014 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17677 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 862 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33382 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1409 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7243 members Mstep: Class 43 contains 13835 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469470.000000 Penalty: 27552.666016 Iteration 204Q: 48 clusters Score -1.446947e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54482 members Mstep: Class 2 contains 7889 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 5005 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17683 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7242 members Mstep: Class 43 contains 13836 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469476.000000 Penalty: 27552.666016 Iteration 205Q: 48 clusters Score -1.446948e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54488 members Mstep: Class 2 contains 7889 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4997 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4524 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17686 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33380 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7241 members Mstep: Class 43 contains 13836 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469463.000000 Penalty: 27552.666016 Iteration 206Q: 48 clusters Score -1.446946e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54489 members Mstep: Class 2 contains 7889 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4994 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17692 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1410 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7237 members Mstep: Class 43 contains 13836 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469460.000000 Penalty: 27552.666016 Iteration 207Q: 48 clusters Score -1.446946e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54491 members Mstep: Class 2 contains 7889 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4986 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17701 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1123 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7238 members Mstep: Class 43 contains 13835 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469461.000000 Penalty: 27552.666016 Iteration 208Q: 48 clusters Score -1.446946e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54495 members Mstep: Class 2 contains 7889 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4981 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17703 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1407 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13836 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469469.000000 Penalty: 27552.666016 Iteration 209Q: 48 clusters Score -1.446947e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54502 members Mstep: Class 2 contains 7888 members Mstep: Class 3 contains 1208 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8121 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4976 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2907 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17702 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1407 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13837 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469473.000000 Penalty: 27552.666016 Iteration 210Q: 48 clusters Score -1.446947e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54508 members Mstep: Class 2 contains 7888 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8122 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4973 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2906 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17696 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 778 members Mstep: Class 38 contains 1407 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13839 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469482.000000 Penalty: 27552.666016 Iteration 211Q: 48 clusters Score -1.446948e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54517 members Mstep: Class 2 contains 7886 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11379 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8123 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4970 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2904 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17690 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1408 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13839 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 212Q: 48 clusters Score -1.446948e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54532 members Mstep: Class 2 contains 7886 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11379 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8123 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4969 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2900 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17678 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1409 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13841 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469490.000000 Penalty: 27552.666016 Iteration 213Q: 48 clusters Score -1.446949e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54548 members Mstep: Class 2 contains 7882 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11378 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8123 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 4966 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17666 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1411 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13844 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469485.000000 Penalty: 27552.666016 Iteration 214Q: 48 clusters Score -1.446948e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54565 members Mstep: Class 2 contains 7879 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8124 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87408 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17649 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2805 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1412 members Mstep: Class 39 contains 951 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13849 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469498.000000 Penalty: 27552.666016 Iteration 215Q: 48 clusters Score -1.44695e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54586 members Mstep: Class 2 contains 7871 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11373 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8124 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4962 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17633 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1507 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13854 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469507.000000 Penalty: 27552.666016 Iteration 216Q: 48 clusters Score -1.446951e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54600 members Mstep: Class 2 contains 7862 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11374 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8125 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17619 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13861 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469509.000000 Penalty: 27552.666016 Iteration 217Q: 48 clusters Score -1.446951e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54615 members Mstep: Class 2 contains 7853 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11375 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8125 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17605 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2806 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13868 members Mstep: Class 44 contains 3065 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469522.000000 Penalty: 27552.666016 Iteration 218Q: 48 clusters Score -1.446952e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54632 members Mstep: Class 2 contains 7843 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8126 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17590 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13874 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469502.000000 Penalty: 27552.666016 Iteration 219Q: 48 clusters Score -1.44695e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54646 members Mstep: Class 2 contains 7834 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8127 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2898 members Mstep: Class 16 contains 87409 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17578 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1124 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1413 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13878 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469490.000000 Penalty: 27552.666016 Iteration 220F: 48 clusters Score -1.446949e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54659 members Mstep: Class 2 contains 7827 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8129 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4961 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2897 members Mstep: Class 16 contains 87408 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17569 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 779 members Mstep: Class 38 contains 1414 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7234 members Mstep: Class 43 contains 13881 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469492.000000 Penalty: 27552.666016 Iteration 221Q: 48 clusters Score -1.446949e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54665 members Mstep: Class 2 contains 7824 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8131 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34190 members Mstep: Class 12 contains 4960 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2896 members Mstep: Class 16 contains 87408 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17564 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 781 members Mstep: Class 38 contains 1414 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13881 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469493.000000 Penalty: 27552.666016 Iteration 222Q: 48 clusters Score -1.446949e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54672 members Mstep: Class 2 contains 7822 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8133 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34191 members Mstep: Class 12 contains 4959 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2894 members Mstep: Class 16 contains 87408 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6818 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17557 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 783 members Mstep: Class 38 contains 1414 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13881 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469494.000000 Penalty: 27552.666016 Iteration 223Q: 48 clusters Score -1.446949e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54684 members Mstep: Class 2 contains 7817 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8134 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34192 members Mstep: Class 12 contains 4957 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2890 members Mstep: Class 16 contains 87408 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17546 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1414 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13886 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469488.000000 Penalty: 27552.666016 Iteration 224Q: 48 clusters Score -1.446949e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54701 members Mstep: Class 2 contains 7811 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 4954 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87407 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17532 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1508 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7234 members Mstep: Class 43 contains 13890 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469490.000000 Penalty: 27552.666016 Iteration 225Q: 48 clusters Score -1.446949e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54710 members Mstep: Class 2 contains 7808 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 4950 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87406 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17527 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7237 members Mstep: Class 43 contains 13892 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469500.000000 Penalty: 27552.666016 Iteration 226Q: 48 clusters Score -1.44695e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54719 members Mstep: Class 2 contains 7802 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8140 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 4947 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87405 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5218 members Mstep: Class 26 contains 17520 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7239 members Mstep: Class 43 contains 13897 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469490.000000 Penalty: 27552.666016 Iteration 227Q: 48 clusters Score -1.446949e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54727 members Mstep: Class 2 contains 7799 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11376 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8139 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34193 members Mstep: Class 12 contains 4944 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87406 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5219 members Mstep: Class 26 contains 17517 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1416 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13899 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469486.000000 Penalty: 27552.666016 Iteration 228Q: 48 clusters Score -1.446949e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54731 members Mstep: Class 2 contains 7797 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34192 members Mstep: Class 12 contains 4943 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87407 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17513 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1416 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7234 members Mstep: Class 43 contains 13903 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469489.000000 Penalty: 27552.666016 Iteration 229Q: 48 clusters Score -1.446949e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54731 members Mstep: Class 2 contains 7797 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11379 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34191 members Mstep: Class 12 contains 4943 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87406 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17510 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1416 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7235 members Mstep: Class 43 contains 13905 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469494.000000 Penalty: 27552.666016 Iteration 230Q: 48 clusters Score -1.446949e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54729 members Mstep: Class 2 contains 7796 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11385 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4943 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87406 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17509 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13906 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469499.000000 Penalty: 27552.666016 Iteration 231Q: 48 clusters Score -1.44695e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 7794 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11393 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4943 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87404 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17507 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13907 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469495.000000 Penalty: 27552.666016 Iteration 232Q: 48 clusters Score -1.44695e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 7793 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11395 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87404 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17506 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13908 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469498.000000 Penalty: 27552.666016 Iteration 233Q: 48 clusters Score -1.44695e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54724 members Mstep: Class 2 contains 7792 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11397 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12878 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87404 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17505 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13910 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469506.000000 Penalty: 27552.666016 Iteration 234Q: 48 clusters Score -1.446951e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11399 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12879 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87401 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7236 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1850 members Entering Unmasked Estep ConsiderDeletion Score: -14469492.000000 Penalty: 27552.666016 Iteration 235Q: 48 clusters Score -1.446949e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54724 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11402 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8139 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87399 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7234 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1851 members Entering Unmasked Estep ConsiderDeletion Score: -14469486.000000 Penalty: 27552.666016 Iteration 236Q: 48 clusters Score -1.446949e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11402 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87398 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7133 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 620 members Mstep: Class 42 contains 7231 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469511.000000 Penalty: 27552.666016 Iteration 237Q: 48 clusters Score -1.446951e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54723 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11403 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87399 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7133 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7232 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469507.000000 Penalty: 27552.666016 Iteration 238Q: 48 clusters Score -1.446951e+07 nChanged 4 Entering ConstructFrom: Score: -14469507.000000 Penalty: 27552.666016 Entering ConstructFrom: Trying to split cluster 1 (54726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54726 members Entering Unmasked Estep Score: -2149381.250000 Penalty: 496.409302 Iteration 0F: 2 clusters Score -2149381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27417 members Mstep: Class 2 contains 27309 members Entering Unmasked Estep Score: -2112754.000000 Penalty: 992.818604 Iteration 0F: 3 clusters Score -2112754 nChanged 26534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28857 members Mstep: Class 2 contains 25869 members Entering Unmasked Estep Score: -2129359.500000 Penalty: 992.818604 Iteration 1F: 3 clusters Score -2129360 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29659 members Mstep: Class 2 contains 25067 members Entering Unmasked Estep Score: -2130955.750000 Penalty: 992.818604 Iteration 2F: 3 clusters Score -2130956 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 24071 members Entering Unmasked Estep Score: -2133629.000000 Penalty: 992.818604 Iteration 3F: 3 clusters Score -2133629 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31589 members Mstep: Class 2 contains 23137 members Entering Unmasked Estep Score: -2137177.250000 Penalty: 992.818604 Iteration 4F: 3 clusters Score -2137177 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32322 members Mstep: Class 2 contains 22404 members Entering Unmasked Estep Score: -2140054.750000 Penalty: 992.818604 Iteration 5F: 3 clusters Score -2140055 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32719 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -2141292.500000 Penalty: 992.818604 Iteration 6Q: 3 clusters Score -2141292 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32954 members Mstep: Class 2 contains 21772 members Entering Unmasked Estep Score: -2141731.000000 Penalty: 992.818604 Iteration 7Q: 3 clusters Score -2141731 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33129 members Mstep: Class 2 contains 21597 members Entering Unmasked Estep Score: -2141899.750000 Penalty: 992.818604 Iteration 8Q: 3 clusters Score -2141900 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33326 members Mstep: Class 2 contains 21400 members Entering Unmasked Estep Score: -2142016.250000 Penalty: 992.818604 Iteration 9Q: 3 clusters Score -2142016 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33497 members Mstep: Class 2 contains 21229 members Entering Unmasked Estep Score: -2142115.000000 Penalty: 992.818604 Iteration 10Q: 3 clusters Score -2142115 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33619 members Mstep: Class 2 contains 21107 members Entering Unmasked Estep Score: -2142170.500000 Penalty: 992.818604 Iteration 11Q: 3 clusters Score -2142170 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33701 members Mstep: Class 2 contains 21025 members Entering Unmasked Estep Score: -2142242.250000 Penalty: 992.818604 Iteration 12Q: 3 clusters Score -2142242 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33812 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -2142311.000000 Penalty: 992.818604 Iteration 13Q: 3 clusters Score -2142311 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33929 members Mstep: Class 2 contains 20797 members Entering Unmasked Estep Score: -2142375.750000 Penalty: 992.818604 Iteration 14Q: 3 clusters Score -2142376 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34062 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -2142419.250000 Penalty: 992.818604 Iteration 15Q: 3 clusters Score -2142419 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34203 members Mstep: Class 2 contains 20523 members Entering Unmasked Estep Score: -2142447.500000 Penalty: 992.818604 Iteration 16Q: 3 clusters Score -2142448 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34343 members Mstep: Class 2 contains 20383 members Entering Unmasked Estep Score: -2142483.000000 Penalty: 992.818604 Iteration 17Q: 3 clusters Score -2142483 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34470 members Mstep: Class 2 contains 20256 members Entering Unmasked Estep Score: -2142494.750000 Penalty: 992.818604 Iteration 18Q: 3 clusters Score -2142495 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34602 members Mstep: Class 2 contains 20124 members Entering Unmasked Estep Score: -2142520.500000 Penalty: 992.818604 Iteration 19Q: 3 clusters Score -2142520 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34741 members Mstep: Class 2 contains 19985 members Entering Unmasked Estep Score: -2142543.750000 Penalty: 992.818604 Iteration 20F: 3 clusters Score -2142544 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34883 members Mstep: Class 2 contains 19843 members Entering Unmasked Estep Score: -2142573.000000 Penalty: 992.818604 Iteration 21Q: 3 clusters Score -2142573 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35027 members Mstep: Class 2 contains 19699 members Entering Unmasked Estep Score: -2142586.000000 Penalty: 992.818604 Iteration 22Q: 3 clusters Score -2142586 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35186 members Mstep: Class 2 contains 19540 members Entering Unmasked Estep Score: -2142604.500000 Penalty: 992.818604 Iteration 23Q: 3 clusters Score -2142604 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35360 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -2142632.500000 Penalty: 992.818604 Iteration 24Q: 3 clusters Score -2142632 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35525 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -2142657.500000 Penalty: 992.818604 Iteration 25Q: 3 clusters Score -2142658 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35723 members Mstep: Class 2 contains 19003 members Entering Unmasked Estep Score: -2142664.000000 Penalty: 992.818604 Iteration 26Q: 3 clusters Score -2142664 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35930 members Mstep: Class 2 contains 18796 members Entering Unmasked Estep Score: -2142689.000000 Penalty: 992.818604 Iteration 27Q: 3 clusters Score -2142689 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36144 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -2142710.750000 Penalty: 992.818604 Iteration 28Q: 3 clusters Score -2142711 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36362 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -2142723.750000 Penalty: 992.818604 Iteration 29Q: 3 clusters Score -2142724 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36594 members Mstep: Class 2 contains 18132 members Entering Unmasked Estep Score: -2142744.000000 Penalty: 992.818604 Iteration 30Q: 3 clusters Score -2142744 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36856 members Mstep: Class 2 contains 17870 members Entering Unmasked Estep Score: -2142775.000000 Penalty: 992.818604 Iteration 31Q: 3 clusters Score -2142775 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37147 members Mstep: Class 2 contains 17579 members Entering Unmasked Estep Score: -2142808.250000 Penalty: 992.818604 Iteration 32Q: 3 clusters Score -2142808 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37436 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -2142838.000000 Penalty: 992.818604 Iteration 33Q: 3 clusters Score -2142838 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37736 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -2142861.250000 Penalty: 992.818604 Iteration 34Q: 3 clusters Score -2142861 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38037 members Mstep: Class 2 contains 16689 members Entering Unmasked Estep Score: -2142898.000000 Penalty: 992.818604 Iteration 35Q: 3 clusters Score -2142898 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38374 members Mstep: Class 2 contains 16352 members Entering Unmasked Estep Score: -2142939.750000 Penalty: 992.818604 Iteration 36Q: 3 clusters Score -2142940 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38730 members Mstep: Class 2 contains 15996 members Entering Unmasked Estep Score: -2142974.000000 Penalty: 992.818604 Iteration 37Q: 3 clusters Score -2142974 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39101 members Mstep: Class 2 contains 15625 members Entering Unmasked Estep Score: -2143024.750000 Penalty: 992.818604 Iteration 38Q: 3 clusters Score -2143025 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39526 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -2143082.000000 Penalty: 992.818604 Iteration 39Q: 3 clusters Score -2143082 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40017 members Mstep: Class 2 contains 14709 members Entering Unmasked Estep Score: -2143169.250000 Penalty: 992.818604 Iteration 40F: 3 clusters Score -2143169 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40512 members Mstep: Class 2 contains 14214 members Entering Unmasked Estep Score: -2143238.750000 Penalty: 992.818604 Iteration 41Q: 3 clusters Score -2143239 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41010 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -2143329.500000 Penalty: 992.818604 Iteration 42Q: 3 clusters Score -2143330 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41496 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -2143408.250000 Penalty: 992.818604 Iteration 43Q: 3 clusters Score -2143408 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41997 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -2143487.750000 Penalty: 992.818604 Iteration 44Q: 3 clusters Score -2143488 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42535 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -2143596.750000 Penalty: 992.818604 Iteration 45Q: 3 clusters Score -2143597 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43111 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -2143733.750000 Penalty: 992.818604 Iteration 46Q: 3 clusters Score -2143734 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43774 members Mstep: Class 2 contains 10952 members Entering Unmasked Estep Score: -2143895.000000 Penalty: 992.818604 Iteration 47Q: 3 clusters Score -2143895 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44466 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -2144075.500000 Penalty: 992.818604 Iteration 48Q: 3 clusters Score -2144076 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45213 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -2144295.500000 Penalty: 992.818604 Iteration 49Q: 3 clusters Score -2144296 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46005 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -2144561.000000 Penalty: 992.818604 Iteration 50Q: 3 clusters Score -2144561 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46858 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -2144885.750000 Penalty: 992.818604 Iteration 51Q: 3 clusters Score -2144886 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47744 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -2145252.250000 Penalty: 992.818604 Iteration 52Q: 3 clusters Score -2145252 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48648 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -2145655.500000 Penalty: 992.818604 Iteration 53Q: 3 clusters Score -2145656 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49576 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -2146127.500000 Penalty: 992.818604 Iteration 54Q: 3 clusters Score -2146128 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50494 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -2146613.000000 Penalty: 992.818604 Iteration 55Q: 3 clusters Score -2146613 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51345 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -2147095.750000 Penalty: 992.818604 Iteration 56Q: 3 clusters Score -2147096 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52098 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -2147532.000000 Penalty: 992.818604 Iteration 57Q: 3 clusters Score -2147532 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52764 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -2147942.500000 Penalty: 992.818604 Iteration 58Q: 3 clusters Score -2147942 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53318 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -2148294.500000 Penalty: 992.818604 Iteration 59Q: 3 clusters Score -2148294 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53721 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2148555.500000 Penalty: 992.818604 Iteration 60F: 3 clusters Score -2148556 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53992 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -2148734.750000 Penalty: 992.818604 Iteration 61Q: 3 clusters Score -2148735 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54164 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -2148853.250000 Penalty: 992.818604 Iteration 62Q: 3 clusters Score -2148853 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54260 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -2148912.000000 Penalty: 992.818604 Iteration 63Q: 3 clusters Score -2148912 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54318 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -2148953.000000 Penalty: 992.818604 Iteration 64Q: 3 clusters Score -2148953 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54352 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2148976.500000 Penalty: 992.818604 Iteration 65Q: 3 clusters Score -2148976 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54380 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -2149003.000000 Penalty: 992.818604 Iteration 66Q: 3 clusters Score -2149003 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54402 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -2149016.250000 Penalty: 992.818604 Iteration 67Q: 3 clusters Score -2149016 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54415 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -2149020.750000 Penalty: 992.818604 Iteration 68Q: 3 clusters Score -2149021 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54419 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -2149021.000000 Penalty: 992.818604 Iteration 69Q: 3 clusters Score -2149021 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54418 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -2149025.250000 Penalty: 992.818604 Iteration 70Q: 3 clusters Score -2149025 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54424 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -2149027.500000 Penalty: 992.818604 Iteration 71Q: 3 clusters Score -2149028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54426 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -2149030.000000 Penalty: 992.818604 Iteration 72Q: 3 clusters Score -2149030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54429 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -2149029.250000 Penalty: 992.818604 Iteration 73Q: 3 clusters Score -2149029 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54432 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -2149029.250000 Penalty: 992.818604 Iteration 74Q: 3 clusters Score -2149029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54434 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -2149031.000000 Penalty: 992.818604 Iteration 75Q: 3 clusters Score -2149031 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54435 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -2149034.500000 Penalty: 992.818604 Iteration 76Q: 3 clusters Score -2149034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54432 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -2149038.750000 Penalty: 992.818604 Iteration 77Q: 3 clusters Score -2149039 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54428 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2149040.750000 Penalty: 992.818604 Iteration 78Q: 3 clusters Score -2149041 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54427 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -2149043.750000 Penalty: 992.818604 Iteration 79Q: 3 clusters Score -2149044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54425 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -2149051.500000 Penalty: 992.818604 Iteration 80F: 3 clusters Score -2149052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54425 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -2149054.250000 Penalty: 992.818604 Iteration 81Q: 3 clusters Score -2149054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54426 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -2149058.250000 Penalty: 992.818604 Iteration 82Q: 3 clusters Score -2149058 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54427 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -2149059.500000 Penalty: 992.818604 Iteration 83Q: 3 clusters Score -2149060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54428 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2149059.250000 Penalty: 992.818604 Iteration 84Q: 3 clusters Score -2149059 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54428 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -2149059.250000 Penalty: 992.818604 Iteration 85F: 3 clusters Score -2149059 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Entering Unmasked Estep Score: -305593.687500 Penalty: 407.712982 Iteration 0F: 2 clusters Score -305593.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -300405.250000 Penalty: 815.425964 Iteration 0F: 3 clusters Score -300405.2 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -302309.531250 Penalty: 815.425964 Iteration 1F: 3 clusters Score -302309.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -302474.281250 Penalty: 815.425964 Iteration 2Q: 3 clusters Score -302474.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -302677.250000 Penalty: 815.425964 Iteration 3F: 3 clusters Score -302677.2 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -302908.750000 Penalty: 815.425964 Iteration 4F: 3 clusters Score -302908.8 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -303186.375000 Penalty: 815.425964 Iteration 5F: 3 clusters Score -303186.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -303512.031250 Penalty: 815.425964 Iteration 6F: 3 clusters Score -303512 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -303821.281250 Penalty: 815.425964 Iteration 7F: 3 clusters Score -303821.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -304030.812500 Penalty: 815.425964 Iteration 8Q: 3 clusters Score -304030.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -304153.000000 Penalty: 815.425964 Iteration 9Q: 3 clusters Score -304153 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -304229.875000 Penalty: 815.425964 Iteration 10Q: 3 clusters Score -304229.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -304292.156250 Penalty: 815.425964 Iteration 11Q: 3 clusters Score -304292.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -304344.750000 Penalty: 815.425964 Iteration 12Q: 3 clusters Score -304344.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -304388.156250 Penalty: 815.425964 Iteration 13Q: 3 clusters Score -304388.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -304432.281250 Penalty: 815.425964 Iteration 14Q: 3 clusters Score -304432.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -304471.968750 Penalty: 815.425964 Iteration 15Q: 3 clusters Score -304472 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -304514.375000 Penalty: 815.425964 Iteration 16Q: 3 clusters Score -304514.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -304569.843750 Penalty: 815.425964 Iteration 17Q: 3 clusters Score -304569.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -304627.593750 Penalty: 815.425964 Iteration 18Q: 3 clusters Score -304627.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -304680.125000 Penalty: 815.425964 Iteration 19Q: 3 clusters Score -304680.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -304719.843750 Penalty: 815.425964 Iteration 20F: 3 clusters Score -304719.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -304751.781250 Penalty: 815.425964 Iteration 21Q: 3 clusters Score -304751.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -304774.906250 Penalty: 815.425964 Iteration 22Q: 3 clusters Score -304774.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -304790.062500 Penalty: 815.425964 Iteration 23Q: 3 clusters Score -304790.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -304801.687500 Penalty: 815.425964 Iteration 24Q: 3 clusters Score -304801.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -304809.687500 Penalty: 815.425964 Iteration 25Q: 3 clusters Score -304809.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -304816.968750 Penalty: 815.425964 Iteration 26Q: 3 clusters Score -304817 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -304822.937500 Penalty: 815.425964 Iteration 27Q: 3 clusters Score -304822.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -304830.843750 Penalty: 815.425964 Iteration 28Q: 3 clusters Score -304830.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -304837.250000 Penalty: 815.425964 Iteration 29Q: 3 clusters Score -304837.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -304843.968750 Penalty: 815.425964 Iteration 30Q: 3 clusters Score -304844 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -304851.875000 Penalty: 815.425964 Iteration 31Q: 3 clusters Score -304851.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -304862.156250 Penalty: 815.425964 Iteration 32Q: 3 clusters Score -304862.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -304872.375000 Penalty: 815.425964 Iteration 33Q: 3 clusters Score -304872.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -304881.656250 Penalty: 815.425964 Iteration 34Q: 3 clusters Score -304881.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -304888.875000 Penalty: 815.425964 Iteration 35Q: 3 clusters Score -304888.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -304892.906250 Penalty: 815.425964 Iteration 36Q: 3 clusters Score -304892.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -304896.031250 Penalty: 815.425964 Iteration 37Q: 3 clusters Score -304896 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -304899.156250 Penalty: 815.425964 Iteration 38Q: 3 clusters Score -304899.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -304900.531250 Penalty: 815.425964 Iteration 39Q: 3 clusters Score -304900.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -304900.625000 Penalty: 815.425964 Iteration 40F: 3 clusters Score -304900.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -304901.093750 Penalty: 815.425964 Iteration 41Q: 3 clusters Score -304901.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -304901.562500 Penalty: 815.425964 Iteration 42Q: 3 clusters Score -304901.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -304903.437500 Penalty: 815.425964 Iteration 43Q: 3 clusters Score -304903.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -304906.406250 Penalty: 815.425964 Iteration 44Q: 3 clusters Score -304906.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -304909.031250 Penalty: 815.425964 Iteration 45Q: 3 clusters Score -304909 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -304912.343750 Penalty: 815.425964 Iteration 46Q: 3 clusters Score -304912.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -304915.500000 Penalty: 815.425964 Iteration 47Q: 3 clusters Score -304915.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -304918.031250 Penalty: 815.425964 Iteration 48Q: 3 clusters Score -304918 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -304919.062500 Penalty: 815.425964 Iteration 49Q: 3 clusters Score -304919.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -304920.218750 Penalty: 815.425964 Iteration 50Q: 3 clusters Score -304920.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -304921.093750 Penalty: 815.425964 Iteration 51Q: 3 clusters Score -304921.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -304921.312500 Penalty: 815.425964 Iteration 52Q: 3 clusters Score -304921.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -304921.000000 Penalty: 815.425964 Iteration 53Q: 3 clusters Score -304921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -304920.968750 Penalty: 815.425964 Iteration 54Q: 3 clusters Score -304921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -304920.968750 Penalty: 815.425964 Iteration 55F: 3 clusters Score -304921 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Entering Unmasked Estep Score: -39801.585938 Penalty: 322.938477 Iteration 0F: 2 clusters Score -39801.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -38883.437500 Penalty: 645.876953 Iteration 0F: 3 clusters Score -38883.44 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -39214.863281 Penalty: 645.876953 Iteration 1F: 3 clusters Score -39214.86 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -39331.562500 Penalty: 645.876953 Iteration 2F: 3 clusters Score -39331.56 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -39444.789062 Penalty: 645.876953 Iteration 3F: 3 clusters Score -39444.79 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -39561.488281 Penalty: 645.876953 Iteration 4F: 3 clusters Score -39561.49 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -39654.742188 Penalty: 645.876953 Iteration 5F: 3 clusters Score -39654.74 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -39699.191406 Penalty: 645.876953 Iteration 6Q: 3 clusters Score -39699.19 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -39725.656250 Penalty: 645.876953 Iteration 7Q: 3 clusters Score -39725.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -39744.066406 Penalty: 645.876953 Iteration 8Q: 3 clusters Score -39744.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -39755.167969 Penalty: 645.876953 Iteration 9Q: 3 clusters Score -39755.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -39762.210938 Penalty: 645.876953 Iteration 10Q: 3 clusters Score -39762.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -39766.085938 Penalty: 645.876953 Iteration 11Q: 3 clusters Score -39766.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -39772.367188 Penalty: 645.876953 Iteration 12Q: 3 clusters Score -39772.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -39779.812500 Penalty: 645.876953 Iteration 13Q: 3 clusters Score -39779.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -39781.792969 Penalty: 645.876953 Iteration 14Q: 3 clusters Score -39781.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -39782.781250 Penalty: 645.876953 Iteration 15Q: 3 clusters Score -39782.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -39783.777344 Penalty: 645.876953 Iteration 16Q: 3 clusters Score -39783.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -39785.953125 Penalty: 645.876953 Iteration 17Q: 3 clusters Score -39785.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -39787.179688 Penalty: 645.876953 Iteration 18Q: 3 clusters Score -39787.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -39787.500000 Penalty: 645.876953 Iteration 19Q: 3 clusters Score -39787.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -39787.648438 Penalty: 645.876953 Iteration 20F: 3 clusters Score -39787.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Entering Unmasked Estep Score: -76324.945312 Penalty: 346.045349 Iteration 0F: 2 clusters Score -76324.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -74868.453125 Penalty: 692.090698 Iteration 0F: 3 clusters Score -74868.45 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -75399.867188 Penalty: 692.090698 Iteration 1F: 3 clusters Score -75399.87 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -75526.789062 Penalty: 692.090698 Iteration 2F: 3 clusters Score -75526.79 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -75653.984375 Penalty: 692.090698 Iteration 3F: 3 clusters Score -75653.98 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -75794.500000 Penalty: 692.090698 Iteration 4F: 3 clusters Score -75794.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -75902.367188 Penalty: 692.090698 Iteration 5F: 3 clusters Score -75902.37 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -75983.632812 Penalty: 692.090698 Iteration 6Q: 3 clusters Score -75983.63 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -76024.382812 Penalty: 692.090698 Iteration 7Q: 3 clusters Score -76024.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -76050.679688 Penalty: 692.090698 Iteration 8Q: 3 clusters Score -76050.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -76074.734375 Penalty: 692.090698 Iteration 9Q: 3 clusters Score -76074.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -76089.320312 Penalty: 692.090698 Iteration 10Q: 3 clusters Score -76089.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -76093.351562 Penalty: 692.090698 Iteration 11Q: 3 clusters Score -76093.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -76095.710938 Penalty: 692.090698 Iteration 12Q: 3 clusters Score -76095.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -76097.570312 Penalty: 692.090698 Iteration 13Q: 3 clusters Score -76097.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -76099.414062 Penalty: 692.090698 Iteration 14Q: 3 clusters Score -76099.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -76100.960938 Penalty: 692.090698 Iteration 15Q: 3 clusters Score -76100.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -76101.265625 Penalty: 692.090698 Iteration 16Q: 3 clusters Score -76101.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -76101.265625 Penalty: 692.090698 Iteration 17F: 3 clusters Score -76101.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Entering Unmasked Estep Score: -477532.593750 Penalty: 425.032288 Iteration 0F: 2 clusters Score -477532.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -469910.500000 Penalty: 850.064575 Iteration 0F: 3 clusters Score -469910.5 nChanged 5392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -473368.500000 Penalty: 850.064575 Iteration 1F: 3 clusters Score -473368.5 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -474053.937500 Penalty: 850.064575 Iteration 2F: 3 clusters Score -474053.9 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -474819.218750 Penalty: 850.064575 Iteration 3F: 3 clusters Score -474819.2 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -475401.500000 Penalty: 850.064575 Iteration 4F: 3 clusters Score -475401.5 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -475790.062500 Penalty: 850.064575 Iteration 5Q: 3 clusters Score -475790.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -476031.781250 Penalty: 850.064575 Iteration 6Q: 3 clusters Score -476031.8 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -476160.687500 Penalty: 850.064575 Iteration 7Q: 3 clusters Score -476160.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -476238.343750 Penalty: 850.064575 Iteration 8Q: 3 clusters Score -476238.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -476290.406250 Penalty: 850.064575 Iteration 9Q: 3 clusters Score -476290.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -476331.218750 Penalty: 850.064575 Iteration 10Q: 3 clusters Score -476331.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -476375.343750 Penalty: 850.064575 Iteration 11Q: 3 clusters Score -476375.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -476417.312500 Penalty: 850.064575 Iteration 12Q: 3 clusters Score -476417.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -476466.562500 Penalty: 850.064575 Iteration 13Q: 3 clusters Score -476466.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -476507.843750 Penalty: 850.064575 Iteration 14Q: 3 clusters Score -476507.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -476557.093750 Penalty: 850.064575 Iteration 15Q: 3 clusters Score -476557.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -476608.718750 Penalty: 850.064575 Iteration 16Q: 3 clusters Score -476608.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -476673.906250 Penalty: 850.064575 Iteration 17Q: 3 clusters Score -476673.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -476735.218750 Penalty: 850.064575 Iteration 18Q: 3 clusters Score -476735.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 10555 members Entering Unmasked Estep Score: -476802.500000 Penalty: 850.064575 Iteration 19Q: 3 clusters Score -476802.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -476861.875000 Penalty: 850.064575 Iteration 20F: 3 clusters Score -476861.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -476917.562500 Penalty: 850.064575 Iteration 21Q: 3 clusters Score -476917.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -476973.906250 Penalty: 850.064575 Iteration 22Q: 3 clusters Score -476973.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -477015.843750 Penalty: 850.064575 Iteration 23Q: 3 clusters Score -477015.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -477041.562500 Penalty: 850.064575 Iteration 24Q: 3 clusters Score -477041.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -477064.062500 Penalty: 850.064575 Iteration 25Q: 3 clusters Score -477064.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -477088.218750 Penalty: 850.064575 Iteration 26Q: 3 clusters Score -477088.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -477110.062500 Penalty: 850.064575 Iteration 27Q: 3 clusters Score -477110.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -477123.843750 Penalty: 850.064575 Iteration 28Q: 3 clusters Score -477123.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -477133.593750 Penalty: 850.064575 Iteration 29Q: 3 clusters Score -477133.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -477148.031250 Penalty: 850.064575 Iteration 30Q: 3 clusters Score -477148 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -477156.531250 Penalty: 850.064575 Iteration 31Q: 3 clusters Score -477156.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -477163.343750 Penalty: 850.064575 Iteration 32Q: 3 clusters Score -477163.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -477169.187500 Penalty: 850.064575 Iteration 33Q: 3 clusters Score -477169.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -477174.093750 Penalty: 850.064575 Iteration 34Q: 3 clusters Score -477174.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -477180.812500 Penalty: 850.064575 Iteration 35Q: 3 clusters Score -477180.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -477183.906250 Penalty: 850.064575 Iteration 36Q: 3 clusters Score -477183.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -477184.812500 Penalty: 850.064575 Iteration 37Q: 3 clusters Score -477184.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -477185.968750 Penalty: 850.064575 Iteration 38Q: 3 clusters Score -477186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -477188.375000 Penalty: 850.064575 Iteration 39Q: 3 clusters Score -477188.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -477192.625000 Penalty: 850.064575 Iteration 40F: 3 clusters Score -477192.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -477194.750000 Penalty: 850.064575 Iteration 41Q: 3 clusters Score -477194.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -477195.312500 Penalty: 850.064575 Iteration 42Q: 3 clusters Score -477195.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -477195.312500 Penalty: 850.064575 Iteration 43F: 3 clusters Score -477195.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Entering Unmasked Estep Score: -78989.601562 Penalty: 346.428741 Iteration 0F: 2 clusters Score -78989.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -77521.148438 Penalty: 692.857483 Iteration 0F: 3 clusters Score -77521.15 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -78020.210938 Penalty: 692.857483 Iteration 1F: 3 clusters Score -78020.21 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -78129.656250 Penalty: 692.857483 Iteration 2F: 3 clusters Score -78129.66 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -78218.445312 Penalty: 692.857483 Iteration 3F: 3 clusters Score -78218.45 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -78293.617188 Penalty: 692.857483 Iteration 4F: 3 clusters Score -78293.62 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -78354.781250 Penalty: 692.857483 Iteration 5Q: 3 clusters Score -78354.78 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -78398.000000 Penalty: 692.857483 Iteration 6Q: 3 clusters Score -78398 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -78436.539062 Penalty: 692.857483 Iteration 7Q: 3 clusters Score -78436.54 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -78477.351562 Penalty: 692.857483 Iteration 8Q: 3 clusters Score -78477.35 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -78527.179688 Penalty: 692.857483 Iteration 9Q: 3 clusters Score -78527.18 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -78585.757812 Penalty: 692.857483 Iteration 10Q: 3 clusters Score -78585.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -78622.609375 Penalty: 692.857483 Iteration 11Q: 3 clusters Score -78622.61 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -78658.062500 Penalty: 692.857483 Iteration 12Q: 3 clusters Score -78658.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -78681.437500 Penalty: 692.857483 Iteration 13Q: 3 clusters Score -78681.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -78694.757812 Penalty: 692.857483 Iteration 14Q: 3 clusters Score -78694.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -78701.460938 Penalty: 692.857483 Iteration 15Q: 3 clusters Score -78701.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -78706.937500 Penalty: 692.857483 Iteration 16Q: 3 clusters Score -78706.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -78710.992188 Penalty: 692.857483 Iteration 17Q: 3 clusters Score -78710.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -78713.671875 Penalty: 692.857483 Iteration 18Q: 3 clusters Score -78713.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -78714.820312 Penalty: 692.857483 Iteration 19Q: 3 clusters Score -78714.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -78715.320312 Penalty: 692.857483 Iteration 20F: 3 clusters Score -78715.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -78716.421875 Penalty: 692.857483 Iteration 21Q: 3 clusters Score -78716.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -78716.960938 Penalty: 692.857483 Iteration 22Q: 3 clusters Score -78716.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -78716.960938 Penalty: 692.857483 Iteration 23F: 3 clusters Score -78716.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -14066.794922 Penalty: 273.176880 Iteration 0F: 2 clusters Score -14066.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13639.885742 Penalty: 546.353760 Iteration 0F: 3 clusters Score -13639.89 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13729.400391 Penalty: 546.353760 Iteration 1F: 3 clusters Score -13729.4 nChanged 30 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: -13750.408203 Penalty: 546.353760 Iteration 2F: 3 clusters Score -13750.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13766.815430 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -13766.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13778.334961 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -13778.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13786.026367 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -13786.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13795.627930 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -13795.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13797.357422 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -13797.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13798.209961 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -13798.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13799.243164 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -13799.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13799.615234 Penalty: 546.353760 Iteration 10Q: 3 clusters Score -13799.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13801.832031 Penalty: 546.353760 Iteration 11Q: 3 clusters Score -13801.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13804.571289 Penalty: 546.353760 Iteration 12Q: 3 clusters Score -13804.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13807.193359 Penalty: 546.353760 Iteration 13Q: 3 clusters Score -13807.19 nChanged 4 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: -13810.957031 Penalty: 546.353760 Iteration 14Q: 3 clusters Score -13810.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13812.688477 Penalty: 546.353760 Iteration 15Q: 3 clusters Score -13812.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13814.750977 Penalty: 546.353760 Iteration 16Q: 3 clusters Score -13814.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13817.598633 Penalty: 546.353760 Iteration 17Q: 3 clusters Score -13817.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13820.775391 Penalty: 546.353760 Iteration 18Q: 3 clusters Score -13820.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13823.204102 Penalty: 546.353760 Iteration 19Q: 3 clusters Score -13823.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -13823.969727 Penalty: 546.353760 Iteration 20F: 3 clusters Score -13823.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13824.324219 Penalty: 546.353760 Iteration 21Q: 3 clusters Score -13824.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13824.324219 Penalty: 546.353760 Iteration 22F: 3 clusters Score -13824.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Entering Unmasked Estep Score: -358742.531250 Penalty: 415.088318 Iteration 0F: 2 clusters Score -358742.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -352572.281250 Penalty: 830.176636 Iteration 0F: 3 clusters Score -352572.3 nChanged 4332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -355111.343750 Penalty: 830.176636 Iteration 1F: 3 clusters Score -355111.3 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -355354.656250 Penalty: 830.176636 Iteration 2F: 3 clusters Score -355354.7 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -355613.625000 Penalty: 830.176636 Iteration 3F: 3 clusters Score -355613.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -355936.437500 Penalty: 830.176636 Iteration 4F: 3 clusters Score -355936.4 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -356298.906250 Penalty: 830.176636 Iteration 5F: 3 clusters Score -356298.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -356648.656250 Penalty: 830.176636 Iteration 6F: 3 clusters Score -356648.7 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -356950.375000 Penalty: 830.176636 Iteration 7F: 3 clusters Score -356950.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -357164.312500 Penalty: 830.176636 Iteration 8Q: 3 clusters Score -357164.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -357287.250000 Penalty: 830.176636 Iteration 9Q: 3 clusters Score -357287.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -357358.343750 Penalty: 830.176636 Iteration 10Q: 3 clusters Score -357358.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -357413.812500 Penalty: 830.176636 Iteration 11Q: 3 clusters Score -357413.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -357445.843750 Penalty: 830.176636 Iteration 12Q: 3 clusters Score -357445.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -357476.656250 Penalty: 830.176636 Iteration 13Q: 3 clusters Score -357476.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -357508.250000 Penalty: 830.176636 Iteration 14Q: 3 clusters Score -357508.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -357542.156250 Penalty: 830.176636 Iteration 15Q: 3 clusters Score -357542.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -357569.843750 Penalty: 830.176636 Iteration 16Q: 3 clusters Score -357569.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -357596.281250 Penalty: 830.176636 Iteration 17Q: 3 clusters Score -357596.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -357623.843750 Penalty: 830.176636 Iteration 18Q: 3 clusters Score -357623.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -357652.843750 Penalty: 830.176636 Iteration 19Q: 3 clusters Score -357652.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -357682.500000 Penalty: 830.176636 Iteration 20F: 3 clusters Score -357682.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -357716.875000 Penalty: 830.176636 Iteration 21Q: 3 clusters Score -357716.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -357743.843750 Penalty: 830.176636 Iteration 22Q: 3 clusters Score -357743.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -357766.781250 Penalty: 830.176636 Iteration 23Q: 3 clusters Score -357766.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -357784.843750 Penalty: 830.176636 Iteration 24Q: 3 clusters Score -357784.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -357803.281250 Penalty: 830.176636 Iteration 25Q: 3 clusters Score -357803.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -357816.156250 Penalty: 830.176636 Iteration 26Q: 3 clusters Score -357816.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -357831.187500 Penalty: 830.176636 Iteration 27Q: 3 clusters Score -357831.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -357849.906250 Penalty: 830.176636 Iteration 28Q: 3 clusters Score -357849.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -357869.000000 Penalty: 830.176636 Iteration 29Q: 3 clusters Score -357869 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -357887.718750 Penalty: 830.176636 Iteration 30Q: 3 clusters Score -357887.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -357920.125000 Penalty: 830.176636 Iteration 31Q: 3 clusters Score -357920.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -357952.625000 Penalty: 830.176636 Iteration 32Q: 3 clusters Score -357952.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -357985.656250 Penalty: 830.176636 Iteration 33Q: 3 clusters Score -357985.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -358029.281250 Penalty: 830.176636 Iteration 34Q: 3 clusters Score -358029.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -358070.781250 Penalty: 830.176636 Iteration 35Q: 3 clusters Score -358070.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -358114.843750 Penalty: 830.176636 Iteration 36Q: 3 clusters Score -358114.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -358164.562500 Penalty: 830.176636 Iteration 37Q: 3 clusters Score -358164.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -358197.125000 Penalty: 830.176636 Iteration 38Q: 3 clusters Score -358197.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -358227.906250 Penalty: 830.176636 Iteration 39Q: 3 clusters Score -358227.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -358258.062500 Penalty: 830.176636 Iteration 40F: 3 clusters Score -358258.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -358277.375000 Penalty: 830.176636 Iteration 41Q: 3 clusters Score -358277.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -358292.156250 Penalty: 830.176636 Iteration 42Q: 3 clusters Score -358292.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -358305.437500 Penalty: 830.176636 Iteration 43Q: 3 clusters Score -358305.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -358320.843750 Penalty: 830.176636 Iteration 44Q: 3 clusters Score -358320.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -358331.031250 Penalty: 830.176636 Iteration 45Q: 3 clusters Score -358331 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -358340.781250 Penalty: 830.176636 Iteration 46Q: 3 clusters Score -358340.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -358352.468750 Penalty: 830.176636 Iteration 47Q: 3 clusters Score -358352.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -358364.468750 Penalty: 830.176636 Iteration 48Q: 3 clusters Score -358364.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -358377.125000 Penalty: 830.176636 Iteration 49Q: 3 clusters Score -358377.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -358384.750000 Penalty: 830.176636 Iteration 50Q: 3 clusters Score -358384.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -358392.468750 Penalty: 830.176636 Iteration 51Q: 3 clusters Score -358392.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -358397.343750 Penalty: 830.176636 Iteration 52Q: 3 clusters Score -358397.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -358401.031250 Penalty: 830.176636 Iteration 53Q: 3 clusters Score -358401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -358403.718750 Penalty: 830.176636 Iteration 54Q: 3 clusters Score -358403.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -358405.937500 Penalty: 830.176636 Iteration 55Q: 3 clusters Score -358405.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -358408.468750 Penalty: 830.176636 Iteration 56Q: 3 clusters Score -358408.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -358410.656250 Penalty: 830.176636 Iteration 57Q: 3 clusters Score -358410.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -358413.687500 Penalty: 830.176636 Iteration 58Q: 3 clusters Score -358413.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -358414.750000 Penalty: 830.176636 Iteration 59Q: 3 clusters Score -358414.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -358415.687500 Penalty: 830.176636 Iteration 60F: 3 clusters Score -358415.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -358416.937500 Penalty: 830.176636 Iteration 61Q: 3 clusters Score -358416.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -358418.000000 Penalty: 830.176636 Iteration 62Q: 3 clusters Score -358418 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -358420.093750 Penalty: 830.176636 Iteration 63Q: 3 clusters Score -358420.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -358420.656250 Penalty: 830.176636 Iteration 64Q: 3 clusters Score -358420.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -358421.281250 Penalty: 830.176636 Iteration 65Q: 3 clusters Score -358421.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -358421.531250 Penalty: 830.176636 Iteration 66Q: 3 clusters Score -358421.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -358422.250000 Penalty: 830.176636 Iteration 67Q: 3 clusters Score -358422.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -358422.906250 Penalty: 830.176636 Iteration 68Q: 3 clusters Score -358422.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -358424.968750 Penalty: 830.176636 Iteration 69Q: 3 clusters Score -358425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -358426.500000 Penalty: 830.176636 Iteration 70Q: 3 clusters Score -358426.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -358428.312500 Penalty: 830.176636 Iteration 71Q: 3 clusters Score -358428.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -358429.687500 Penalty: 830.176636 Iteration 72Q: 3 clusters Score -358429.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -358431.468750 Penalty: 830.176636 Iteration 73Q: 3 clusters Score -358431.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -358431.968750 Penalty: 830.176636 Iteration 74Q: 3 clusters Score -358432 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -358434.093750 Penalty: 830.176636 Iteration 75Q: 3 clusters Score -358434.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -358434.968750 Penalty: 830.176636 Iteration 76Q: 3 clusters Score -358435 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -358437.781250 Penalty: 830.176636 Iteration 77Q: 3 clusters Score -358437.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -358438.531250 Penalty: 830.176636 Iteration 78Q: 3 clusters Score -358438.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -358440.312500 Penalty: 830.176636 Iteration 79Q: 3 clusters Score -358440.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -358441.437500 Penalty: 830.176636 Iteration 80F: 3 clusters Score -358441.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -358443.625000 Penalty: 830.176636 Iteration 81Q: 3 clusters Score -358443.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -358445.000000 Penalty: 830.176636 Iteration 82Q: 3 clusters Score -358445 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -358446.968750 Penalty: 830.176636 Iteration 83Q: 3 clusters Score -358447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -358448.968750 Penalty: 830.176636 Iteration 84Q: 3 clusters Score -358449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -358451.343750 Penalty: 830.176636 Iteration 85Q: 3 clusters Score -358451.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -358453.343750 Penalty: 830.176636 Iteration 86Q: 3 clusters Score -358453.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -358457.625000 Penalty: 830.176636 Iteration 87Q: 3 clusters Score -358457.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -358460.843750 Penalty: 830.176636 Iteration 88Q: 3 clusters Score -358460.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -358463.500000 Penalty: 830.176636 Iteration 89Q: 3 clusters Score -358463.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -358466.000000 Penalty: 830.176636 Iteration 90Q: 3 clusters Score -358466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -358466.718750 Penalty: 830.176636 Iteration 91Q: 3 clusters Score -358466.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -358466.468750 Penalty: 830.176636 Iteration 92Q: 3 clusters Score -358466.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -358466.531250 Penalty: 830.176636 Iteration 93Q: 3 clusters Score -358466.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -358466.531250 Penalty: 830.176636 Iteration 94F: 3 clusters Score -358466.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Entering Unmasked Estep Score: -323776.593750 Penalty: 409.695648 Iteration 0F: 2 clusters Score -323776.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -318348.156250 Penalty: 819.391296 Iteration 0F: 3 clusters Score -318348.2 nChanged 3768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -320709.093750 Penalty: 819.391296 Iteration 1F: 3 clusters Score -320709.1 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -320926.437500 Penalty: 819.391296 Iteration 2F: 3 clusters Score -320926.4 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -321157.250000 Penalty: 819.391296 Iteration 3F: 3 clusters Score -321157.2 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -321398.062500 Penalty: 819.391296 Iteration 4F: 3 clusters Score -321398.1 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -321685.312500 Penalty: 819.391296 Iteration 5F: 3 clusters Score -321685.3 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -322007.031250 Penalty: 819.391296 Iteration 6F: 3 clusters Score -322007 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -322345.218750 Penalty: 819.391296 Iteration 7F: 3 clusters Score -322345.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -322560.843750 Penalty: 819.391296 Iteration 8Q: 3 clusters Score -322560.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -322671.187500 Penalty: 819.391296 Iteration 9Q: 3 clusters Score -322671.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -322717.812500 Penalty: 819.391296 Iteration 10Q: 3 clusters Score -322717.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -322751.906250 Penalty: 819.391296 Iteration 11Q: 3 clusters Score -322751.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -322773.750000 Penalty: 819.391296 Iteration 12Q: 3 clusters Score -322773.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -322795.406250 Penalty: 819.391296 Iteration 13Q: 3 clusters Score -322795.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -322811.718750 Penalty: 819.391296 Iteration 14Q: 3 clusters Score -322811.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -322825.062500 Penalty: 819.391296 Iteration 15Q: 3 clusters Score -322825.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -322839.031250 Penalty: 819.391296 Iteration 16Q: 3 clusters Score -322839 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -322853.531250 Penalty: 819.391296 Iteration 17Q: 3 clusters Score -322853.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -322866.156250 Penalty: 819.391296 Iteration 18Q: 3 clusters Score -322866.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -322880.500000 Penalty: 819.391296 Iteration 19Q: 3 clusters Score -322880.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -322900.843750 Penalty: 819.391296 Iteration 20F: 3 clusters Score -322900.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -322919.312500 Penalty: 819.391296 Iteration 21Q: 3 clusters Score -322919.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -322942.062500 Penalty: 819.391296 Iteration 22Q: 3 clusters Score -322942.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -322966.843750 Penalty: 819.391296 Iteration 23Q: 3 clusters Score -322966.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -322988.312500 Penalty: 819.391296 Iteration 24Q: 3 clusters Score -322988.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -323005.468750 Penalty: 819.391296 Iteration 25Q: 3 clusters Score -323005.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -323028.781250 Penalty: 819.391296 Iteration 26Q: 3 clusters Score -323028.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -323046.250000 Penalty: 819.391296 Iteration 27Q: 3 clusters Score -323046.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -323063.625000 Penalty: 819.391296 Iteration 28Q: 3 clusters Score -323063.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -323081.562500 Penalty: 819.391296 Iteration 29Q: 3 clusters Score -323081.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -323101.218750 Penalty: 819.391296 Iteration 30Q: 3 clusters Score -323101.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -323115.375000 Penalty: 819.391296 Iteration 31Q: 3 clusters Score -323115.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -323127.687500 Penalty: 819.391296 Iteration 32Q: 3 clusters Score -323127.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -323142.531250 Penalty: 819.391296 Iteration 33Q: 3 clusters Score -323142.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -323157.312500 Penalty: 819.391296 Iteration 34Q: 3 clusters Score -323157.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -323172.750000 Penalty: 819.391296 Iteration 35Q: 3 clusters Score -323172.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -323186.437500 Penalty: 819.391296 Iteration 36Q: 3 clusters Score -323186.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -323200.781250 Penalty: 819.391296 Iteration 37Q: 3 clusters Score -323200.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -323215.062500 Penalty: 819.391296 Iteration 38Q: 3 clusters Score -323215.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -323226.187500 Penalty: 819.391296 Iteration 39Q: 3 clusters Score -323226.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -323232.312500 Penalty: 819.391296 Iteration 40F: 3 clusters Score -323232.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -323240.968750 Penalty: 819.391296 Iteration 41Q: 3 clusters Score -323241 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -323246.343750 Penalty: 819.391296 Iteration 42Q: 3 clusters Score -323246.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -323251.718750 Penalty: 819.391296 Iteration 43Q: 3 clusters Score -323251.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -323259.500000 Penalty: 819.391296 Iteration 44Q: 3 clusters Score -323259.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -323265.906250 Penalty: 819.391296 Iteration 45Q: 3 clusters Score -323265.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -323271.468750 Penalty: 819.391296 Iteration 46Q: 3 clusters Score -323271.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -323279.562500 Penalty: 819.391296 Iteration 47Q: 3 clusters Score -323279.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -323285.781250 Penalty: 819.391296 Iteration 48Q: 3 clusters Score -323285.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -323288.031250 Penalty: 819.391296 Iteration 49Q: 3 clusters Score -323288 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -323290.000000 Penalty: 819.391296 Iteration 50Q: 3 clusters Score -323290 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -323292.250000 Penalty: 819.391296 Iteration 51Q: 3 clusters Score -323292.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -323294.531250 Penalty: 819.391296 Iteration 52Q: 3 clusters Score -323294.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -323299.625000 Penalty: 819.391296 Iteration 53Q: 3 clusters Score -323299.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -323305.218750 Penalty: 819.391296 Iteration 54Q: 3 clusters Score -323305.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -323309.656250 Penalty: 819.391296 Iteration 55Q: 3 clusters Score -323309.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -323313.250000 Penalty: 819.391296 Iteration 56Q: 3 clusters Score -323313.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -323317.125000 Penalty: 819.391296 Iteration 57Q: 3 clusters Score -323317.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -323320.468750 Penalty: 819.391296 Iteration 58Q: 3 clusters Score -323320.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -323321.937500 Penalty: 819.391296 Iteration 59Q: 3 clusters Score -323321.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -323323.937500 Penalty: 819.391296 Iteration 60F: 3 clusters Score -323323.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -323327.343750 Penalty: 819.391296 Iteration 61Q: 3 clusters Score -323327.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -323329.656250 Penalty: 819.391296 Iteration 62Q: 3 clusters Score -323329.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -323332.468750 Penalty: 819.391296 Iteration 63Q: 3 clusters Score -323332.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -323333.781250 Penalty: 819.391296 Iteration 64Q: 3 clusters Score -323333.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -323335.781250 Penalty: 819.391296 Iteration 65Q: 3 clusters Score -323335.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -323340.406250 Penalty: 819.391296 Iteration 66Q: 3 clusters Score -323340.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -323344.187500 Penalty: 819.391296 Iteration 67Q: 3 clusters Score -323344.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -323349.093750 Penalty: 819.391296 Iteration 68Q: 3 clusters Score -323349.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -323354.843750 Penalty: 819.391296 Iteration 69Q: 3 clusters Score -323354.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -323361.562500 Penalty: 819.391296 Iteration 70Q: 3 clusters Score -323361.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -323368.312500 Penalty: 819.391296 Iteration 71Q: 3 clusters Score -323368.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -323373.250000 Penalty: 819.391296 Iteration 72Q: 3 clusters Score -323373.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -323378.468750 Penalty: 819.391296 Iteration 73Q: 3 clusters Score -323378.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -323384.843750 Penalty: 819.391296 Iteration 74Q: 3 clusters Score -323384.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -323388.406250 Penalty: 819.391296 Iteration 75Q: 3 clusters Score -323388.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -323388.968750 Penalty: 819.391296 Iteration 76Q: 3 clusters Score -323389 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -323389.531250 Penalty: 819.391296 Iteration 77Q: 3 clusters Score -323389.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -323389.593750 Penalty: 819.391296 Iteration 78Q: 3 clusters Score -323389.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -323389.593750 Penalty: 819.391296 Iteration 79F: 3 clusters Score -323389.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Entering Unmasked Estep Score: -504559.718750 Penalty: 430.586121 Iteration 0F: 2 clusters Score -504559.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -496055.343750 Penalty: 861.172241 Iteration 0F: 3 clusters Score -496055.3 nChanged 6004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -500669.687500 Penalty: 861.172241 Iteration 1F: 3 clusters Score -500669.7 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -501637.562500 Penalty: 861.172241 Iteration 2F: 3 clusters Score -501637.6 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -502400.656250 Penalty: 861.172241 Iteration 3F: 3 clusters Score -502400.7 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -502968.875000 Penalty: 861.172241 Iteration 4F: 3 clusters Score -502968.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -503357.312500 Penalty: 861.172241 Iteration 5Q: 3 clusters Score -503357.3 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -503592.281250 Penalty: 861.172241 Iteration 6Q: 3 clusters Score -503592.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -503727.812500 Penalty: 861.172241 Iteration 7Q: 3 clusters Score -503727.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -503838.031250 Penalty: 861.172241 Iteration 8Q: 3 clusters Score -503838 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -503925.656250 Penalty: 861.172241 Iteration 9Q: 3 clusters Score -503925.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -503989.625000 Penalty: 861.172241 Iteration 10Q: 3 clusters Score -503989.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -504041.343750 Penalty: 861.172241 Iteration 11Q: 3 clusters Score -504041.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -504082.406250 Penalty: 861.172241 Iteration 12Q: 3 clusters Score -504082.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -504124.968750 Penalty: 861.172241 Iteration 13Q: 3 clusters Score -504125 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -504170.937500 Penalty: 861.172241 Iteration 14Q: 3 clusters Score -504170.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -504216.843750 Penalty: 861.172241 Iteration 15Q: 3 clusters Score -504216.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -504249.687500 Penalty: 861.172241 Iteration 16Q: 3 clusters Score -504249.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -504281.812500 Penalty: 861.172241 Iteration 17Q: 3 clusters Score -504281.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -504315.062500 Penalty: 861.172241 Iteration 18Q: 3 clusters Score -504315.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -504344.750000 Penalty: 861.172241 Iteration 19Q: 3 clusters Score -504344.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -504361.187500 Penalty: 861.172241 Iteration 20F: 3 clusters Score -504361.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -504376.250000 Penalty: 861.172241 Iteration 21Q: 3 clusters Score -504376.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -504387.593750 Penalty: 861.172241 Iteration 22Q: 3 clusters Score -504387.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -504399.156250 Penalty: 861.172241 Iteration 23Q: 3 clusters Score -504399.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -504407.125000 Penalty: 861.172241 Iteration 24Q: 3 clusters Score -504407.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -504411.468750 Penalty: 861.172241 Iteration 25Q: 3 clusters Score -504411.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -504415.062500 Penalty: 861.172241 Iteration 26Q: 3 clusters Score -504415.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -504417.218750 Penalty: 861.172241 Iteration 27Q: 3 clusters Score -504417.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -504419.875000 Penalty: 861.172241 Iteration 28Q: 3 clusters Score -504419.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -504422.000000 Penalty: 861.172241 Iteration 29Q: 3 clusters Score -504422 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -504422.562500 Penalty: 861.172241 Iteration 30Q: 3 clusters Score -504422.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -504424.937500 Penalty: 861.172241 Iteration 31Q: 3 clusters Score -504424.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -504427.656250 Penalty: 861.172241 Iteration 32Q: 3 clusters Score -504427.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -504429.437500 Penalty: 861.172241 Iteration 33Q: 3 clusters Score -504429.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -504431.031250 Penalty: 861.172241 Iteration 34Q: 3 clusters Score -504431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -504430.906250 Penalty: 861.172241 Iteration 35Q: 3 clusters Score -504430.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -504433.781250 Penalty: 861.172241 Iteration 36Q: 3 clusters Score -504433.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -504434.968750 Penalty: 861.172241 Iteration 37Q: 3 clusters Score -504435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -504435.343750 Penalty: 861.172241 Iteration 38Q: 3 clusters Score -504435.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 12196 members Entering Unmasked Estep Score: -504436.875000 Penalty: 861.172241 Iteration 39Q: 3 clusters Score -504436.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -504436.625000 Penalty: 861.172241 Iteration 40F: 3 clusters Score -504436.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (34189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34189 members Entering Unmasked Estep Score: -1377437.625000 Penalty: 475.004486 Iteration 0F: 2 clusters Score -1377438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 16946 members Entering Unmasked Estep Score: -1354563.750000 Penalty: 950.008972 Iteration 0F: 3 clusters Score -1354564 nChanged 16429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18420 members Mstep: Class 2 contains 15769 members Entering Unmasked Estep Score: -1364711.875000 Penalty: 950.008972 Iteration 1F: 3 clusters Score -1364712 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19109 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -1365435.125000 Penalty: 950.008972 Iteration 2Q: 3 clusters Score -1365435 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20151 members Mstep: Class 2 contains 14038 members Entering Unmasked Estep Score: -1366397.125000 Penalty: 950.008972 Iteration 3F: 3 clusters Score -1366397 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21620 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1367707.000000 Penalty: 950.008972 Iteration 4F: 3 clusters Score -1367707 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -1369354.750000 Penalty: 950.008972 Iteration 5F: 3 clusters Score -1369355 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25097 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -1370946.000000 Penalty: 950.008972 Iteration 6F: 3 clusters Score -1370946 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26559 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -1372256.750000 Penalty: 950.008972 Iteration 7F: 3 clusters Score -1372257 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27714 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1373218.000000 Penalty: 950.008972 Iteration 8Q: 3 clusters Score -1373218 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1373889.000000 Penalty: 950.008972 Iteration 9Q: 3 clusters Score -1373889 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29292 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1374393.250000 Penalty: 950.008972 Iteration 10Q: 3 clusters Score -1374393 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29922 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1374838.125000 Penalty: 950.008972 Iteration 11Q: 3 clusters Score -1374838 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30440 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1375199.125000 Penalty: 950.008972 Iteration 12Q: 3 clusters Score -1375199 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30925 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1375553.500000 Penalty: 950.008972 Iteration 13Q: 3 clusters Score -1375554 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31285 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1375824.875000 Penalty: 950.008972 Iteration 14Q: 3 clusters Score -1375825 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1376065.625000 Penalty: 950.008972 Iteration 15Q: 3 clusters Score -1376066 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31828 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1376240.375000 Penalty: 950.008972 Iteration 16Q: 3 clusters Score -1376240 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32028 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1376365.875000 Penalty: 950.008972 Iteration 17Q: 3 clusters Score -1376366 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32164 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1376458.125000 Penalty: 950.008972 Iteration 18Q: 3 clusters Score -1376458 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32279 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1376519.750000 Penalty: 950.008972 Iteration 19Q: 3 clusters Score -1376520 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32383 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1376569.500000 Penalty: 950.008972 Iteration 20F: 3 clusters Score -1376570 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32494 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1376625.250000 Penalty: 950.008972 Iteration 21Q: 3 clusters Score -1376625 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32600 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -1376664.500000 Penalty: 950.008972 Iteration 22Q: 3 clusters Score -1376664 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32693 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1376704.000000 Penalty: 950.008972 Iteration 23Q: 3 clusters Score -1376704 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32787 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1376747.125000 Penalty: 950.008972 Iteration 24Q: 3 clusters Score -1376747 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32881 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1376782.250000 Penalty: 950.008972 Iteration 25Q: 3 clusters Score -1376782 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32958 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1376816.500000 Penalty: 950.008972 Iteration 26Q: 3 clusters Score -1376816 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33027 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1376847.375000 Penalty: 950.008972 Iteration 27Q: 3 clusters Score -1376847 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33084 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1376872.500000 Penalty: 950.008972 Iteration 28Q: 3 clusters Score -1376872 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33132 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1376888.875000 Penalty: 950.008972 Iteration 29Q: 3 clusters Score -1376889 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33176 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1376904.750000 Penalty: 950.008972 Iteration 30Q: 3 clusters Score -1376905 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33213 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1376908.375000 Penalty: 950.008972 Iteration 31Q: 3 clusters Score -1376908 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33249 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1376923.000000 Penalty: 950.008972 Iteration 32Q: 3 clusters Score -1376923 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33279 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1376922.750000 Penalty: 950.008972 Iteration 33Q: 3 clusters Score -1376923 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33302 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1376932.125000 Penalty: 950.008972 Iteration 34Q: 3 clusters Score -1376932 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33333 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1376939.625000 Penalty: 950.008972 Iteration 35Q: 3 clusters Score -1376940 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33360 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1376940.500000 Penalty: 950.008972 Iteration 36Q: 3 clusters Score -1376940 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33391 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1376948.875000 Penalty: 950.008972 Iteration 37Q: 3 clusters Score -1376949 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33410 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1376956.500000 Penalty: 950.008972 Iteration 38Q: 3 clusters Score -1376956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33431 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1376957.750000 Penalty: 950.008972 Iteration 39Q: 3 clusters Score -1376958 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33452 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1376961.375000 Penalty: 950.008972 Iteration 40F: 3 clusters Score -1376961 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33473 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1376969.625000 Penalty: 950.008972 Iteration 41Q: 3 clusters Score -1376970 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33487 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1376973.125000 Penalty: 950.008972 Iteration 42Q: 3 clusters Score -1376973 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33503 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1376977.250000 Penalty: 950.008972 Iteration 43Q: 3 clusters Score -1376977 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33517 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1376979.375000 Penalty: 950.008972 Iteration 44Q: 3 clusters Score -1376979 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33524 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1376979.750000 Penalty: 950.008972 Iteration 45Q: 3 clusters Score -1376980 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33540 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1376982.875000 Penalty: 950.008972 Iteration 46Q: 3 clusters Score -1376983 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33554 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1376987.875000 Penalty: 950.008972 Iteration 47Q: 3 clusters Score -1376988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33564 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1376990.250000 Penalty: 950.008972 Iteration 48Q: 3 clusters Score -1376990 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33579 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1376994.625000 Penalty: 950.008972 Iteration 49Q: 3 clusters Score -1376995 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33593 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1377000.500000 Penalty: 950.008972 Iteration 50Q: 3 clusters Score -1377000 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33601 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1377005.375000 Penalty: 950.008972 Iteration 51Q: 3 clusters Score -1377005 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33613 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1377006.000000 Penalty: 950.008972 Iteration 52Q: 3 clusters Score -1377006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33620 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1377008.875000 Penalty: 950.008972 Iteration 53Q: 3 clusters Score -1377009 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33629 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1377010.500000 Penalty: 950.008972 Iteration 54Q: 3 clusters Score -1377010 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33639 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1377011.000000 Penalty: 950.008972 Iteration 55Q: 3 clusters Score -1377011 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33650 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1377016.250000 Penalty: 950.008972 Iteration 56Q: 3 clusters Score -1377016 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33662 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1377019.375000 Penalty: 950.008972 Iteration 57Q: 3 clusters Score -1377019 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33677 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1377024.625000 Penalty: 950.008972 Iteration 58Q: 3 clusters Score -1377025 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33688 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1377026.000000 Penalty: 950.008972 Iteration 59Q: 3 clusters Score -1377026 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33701 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1377032.375000 Penalty: 950.008972 Iteration 60F: 3 clusters Score -1377032 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33709 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1377034.500000 Penalty: 950.008972 Iteration 61Q: 3 clusters Score -1377034 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33717 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1377038.500000 Penalty: 950.008972 Iteration 62Q: 3 clusters Score -1377038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33721 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1377042.500000 Penalty: 950.008972 Iteration 63Q: 3 clusters Score -1377042 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33730 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1377043.750000 Penalty: 950.008972 Iteration 64Q: 3 clusters Score -1377044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33733 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1377043.250000 Penalty: 950.008972 Iteration 65Q: 3 clusters Score -1377043 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33738 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1377046.375000 Penalty: 950.008972 Iteration 66Q: 3 clusters Score -1377046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33747 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1377050.500000 Penalty: 950.008972 Iteration 67Q: 3 clusters Score -1377050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33754 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1377052.875000 Penalty: 950.008972 Iteration 68Q: 3 clusters Score -1377053 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33759 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1377053.625000 Penalty: 950.008972 Iteration 69Q: 3 clusters Score -1377054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1377054.250000 Penalty: 950.008972 Iteration 70Q: 3 clusters Score -1377054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1377054.250000 Penalty: 950.008972 Iteration 71F: 3 clusters Score -1377054 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Entering Unmasked Estep Score: -182006.109375 Penalty: 387.001404 Iteration 0F: 2 clusters Score -182006.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -178641.296875 Penalty: 774.002808 Iteration 0F: 3 clusters Score -178641.3 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -179897.984375 Penalty: 774.002808 Iteration 1F: 3 clusters Score -179898 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -180040.796875 Penalty: 774.002808 Iteration 2F: 3 clusters Score -180040.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -180203.578125 Penalty: 774.002808 Iteration 3F: 3 clusters Score -180203.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -180448.093750 Penalty: 774.002808 Iteration 4F: 3 clusters Score -180448.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -180764.296875 Penalty: 774.002808 Iteration 5F: 3 clusters Score -180764.3 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -181123.515625 Penalty: 774.002808 Iteration 6F: 3 clusters Score -181123.5 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -181413.375000 Penalty: 774.002808 Iteration 7F: 3 clusters Score -181413.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -181579.687500 Penalty: 774.002808 Iteration 8Q: 3 clusters Score -181579.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -181663.921875 Penalty: 774.002808 Iteration 9Q: 3 clusters Score -181663.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -181721.437500 Penalty: 774.002808 Iteration 10Q: 3 clusters Score -181721.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -181765.296875 Penalty: 774.002808 Iteration 11Q: 3 clusters Score -181765.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -181789.312500 Penalty: 774.002808 Iteration 12Q: 3 clusters Score -181789.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -181806.953125 Penalty: 774.002808 Iteration 13Q: 3 clusters Score -181807 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -181821.953125 Penalty: 774.002808 Iteration 14Q: 3 clusters Score -181822 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -181831.078125 Penalty: 774.002808 Iteration 15Q: 3 clusters Score -181831.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -181835.718750 Penalty: 774.002808 Iteration 16Q: 3 clusters Score -181835.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -181838.843750 Penalty: 774.002808 Iteration 17Q: 3 clusters Score -181838.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -181839.265625 Penalty: 774.002808 Iteration 18Q: 3 clusters Score -181839.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -181839.921875 Penalty: 774.002808 Iteration 19Q: 3 clusters Score -181839.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -181840.531250 Penalty: 774.002808 Iteration 20F: 3 clusters Score -181840.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -181840.656250 Penalty: 774.002808 Iteration 21Q: 3 clusters Score -181840.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -181840.953125 Penalty: 774.002808 Iteration 22Q: 3 clusters Score -181841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -181840.500000 Penalty: 774.002808 Iteration 23Q: 3 clusters Score -181840.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -181840.500000 Penalty: 774.002808 Iteration 24F: 3 clusters Score -181840.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -69241.656250 Penalty: 338.499969 Iteration 0F: 2 clusters Score -69241.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -67979.539062 Penalty: 676.999939 Iteration 0F: 3 clusters Score -67979.54 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -68341.148438 Penalty: 676.999939 Iteration 1F: 3 clusters Score -68341.15 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -68411.007812 Penalty: 676.999939 Iteration 2F: 3 clusters Score -68411.01 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -68477.531250 Penalty: 676.999939 Iteration 3F: 3 clusters Score -68477.53 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -68543.898438 Penalty: 676.999939 Iteration 4F: 3 clusters Score -68543.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -68625.437500 Penalty: 676.999939 Iteration 5F: 3 clusters Score -68625.44 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -68696.273438 Penalty: 676.999939 Iteration 6F: 3 clusters Score -68696.27 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -68750.882812 Penalty: 676.999939 Iteration 7Q: 3 clusters Score -68750.88 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -68786.242188 Penalty: 676.999939 Iteration 8Q: 3 clusters Score -68786.24 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -68818.085938 Penalty: 676.999939 Iteration 9Q: 3 clusters Score -68818.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -68844.359375 Penalty: 676.999939 Iteration 10Q: 3 clusters Score -68844.36 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -68867.867188 Penalty: 676.999939 Iteration 11Q: 3 clusters Score -68867.87 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -68886.203125 Penalty: 676.999939 Iteration 12Q: 3 clusters Score -68886.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -68897.562500 Penalty: 676.999939 Iteration 13Q: 3 clusters Score -68897.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -68905.226562 Penalty: 676.999939 Iteration 14Q: 3 clusters Score -68905.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -68910.226562 Penalty: 676.999939 Iteration 15Q: 3 clusters Score -68910.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -68916.328125 Penalty: 676.999939 Iteration 16Q: 3 clusters Score -68916.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -68923.507812 Penalty: 676.999939 Iteration 17Q: 3 clusters Score -68923.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -68928.328125 Penalty: 676.999939 Iteration 18Q: 3 clusters Score -68928.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -68933.921875 Penalty: 676.999939 Iteration 19Q: 3 clusters Score -68933.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -68936.484375 Penalty: 676.999939 Iteration 20F: 3 clusters Score -68936.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68938.726562 Penalty: 676.999939 Iteration 21Q: 3 clusters Score -68938.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -68940.734375 Penalty: 676.999939 Iteration 22Q: 3 clusters Score -68940.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -68941.335938 Penalty: 676.999939 Iteration 23Q: 3 clusters Score -68941.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -68941.335938 Penalty: 676.999939 Iteration 24F: 3 clusters Score -68941.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Entering Unmasked Estep Score: -172910.468750 Penalty: 382.970367 Iteration 0F: 2 clusters Score -172910.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -169900.796875 Penalty: 765.940735 Iteration 0F: 3 clusters Score -169900.8 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -170997.953125 Penalty: 765.940735 Iteration 1F: 3 clusters Score -170998 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -171210.250000 Penalty: 765.940735 Iteration 2F: 3 clusters Score -171210.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -171457.265625 Penalty: 765.940735 Iteration 3F: 3 clusters Score -171457.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -171721.187500 Penalty: 765.940735 Iteration 4F: 3 clusters Score -171721.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -171976.000000 Penalty: 765.940735 Iteration 5F: 3 clusters Score -171976 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -172224.859375 Penalty: 765.940735 Iteration 6F: 3 clusters Score -172224.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -172378.234375 Penalty: 765.940735 Iteration 7Q: 3 clusters Score -172378.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -172450.250000 Penalty: 765.940735 Iteration 8Q: 3 clusters Score -172450.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -172484.671875 Penalty: 765.940735 Iteration 9Q: 3 clusters Score -172484.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -172500.062500 Penalty: 765.940735 Iteration 10Q: 3 clusters Score -172500.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -172516.078125 Penalty: 765.940735 Iteration 11Q: 3 clusters Score -172516.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -172526.921875 Penalty: 765.940735 Iteration 12Q: 3 clusters Score -172526.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -172535.171875 Penalty: 765.940735 Iteration 13Q: 3 clusters Score -172535.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -172541.468750 Penalty: 765.940735 Iteration 14Q: 3 clusters Score -172541.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -172548.093750 Penalty: 765.940735 Iteration 15Q: 3 clusters Score -172548.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -172556.687500 Penalty: 765.940735 Iteration 16Q: 3 clusters Score -172556.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -172566.437500 Penalty: 765.940735 Iteration 17Q: 3 clusters Score -172566.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -172567.875000 Penalty: 765.940735 Iteration 18Q: 3 clusters Score -172567.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -172568.578125 Penalty: 765.940735 Iteration 19Q: 3 clusters Score -172568.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -172568.656250 Penalty: 765.940735 Iteration 20F: 3 clusters Score -172568.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Entering Unmasked Estep Score: -116302.046875 Penalty: 362.558533 Iteration 0F: 2 clusters Score -116302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -114310.968750 Penalty: 725.117065 Iteration 0F: 3 clusters Score -114311 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -115037.023438 Penalty: 725.117065 Iteration 1F: 3 clusters Score -115037 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -115191.429688 Penalty: 725.117065 Iteration 2F: 3 clusters Score -115191.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -115339.890625 Penalty: 725.117065 Iteration 3F: 3 clusters Score -115339.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -115451.007812 Penalty: 725.117065 Iteration 4F: 3 clusters Score -115451 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -115537.593750 Penalty: 725.117065 Iteration 5Q: 3 clusters Score -115537.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -115598.335938 Penalty: 725.117065 Iteration 6Q: 3 clusters Score -115598.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -115649.734375 Penalty: 725.117065 Iteration 7Q: 3 clusters Score -115649.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -115701.531250 Penalty: 725.117065 Iteration 8Q: 3 clusters Score -115701.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -115736.570312 Penalty: 725.117065 Iteration 9Q: 3 clusters Score -115736.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -115767.187500 Penalty: 725.117065 Iteration 10Q: 3 clusters Score -115767.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -115792.085938 Penalty: 725.117065 Iteration 11Q: 3 clusters Score -115792.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -115820.296875 Penalty: 725.117065 Iteration 12Q: 3 clusters Score -115820.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -115840.281250 Penalty: 725.117065 Iteration 13Q: 3 clusters Score -115840.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -115859.187500 Penalty: 725.117065 Iteration 14Q: 3 clusters Score -115859.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -115875.164062 Penalty: 725.117065 Iteration 15Q: 3 clusters Score -115875.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -115887.554688 Penalty: 725.117065 Iteration 16Q: 3 clusters Score -115887.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -115892.281250 Penalty: 725.117065 Iteration 17Q: 3 clusters Score -115892.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -115896.343750 Penalty: 725.117065 Iteration 18Q: 3 clusters Score -115896.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -115903.664062 Penalty: 725.117065 Iteration 19Q: 3 clusters Score -115903.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -115908.578125 Penalty: 725.117065 Iteration 20F: 3 clusters Score -115908.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -115912.195312 Penalty: 725.117065 Iteration 21Q: 3 clusters Score -115912.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -115914.382812 Penalty: 725.117065 Iteration 22Q: 3 clusters Score -115914.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -115917.507812 Penalty: 725.117065 Iteration 23Q: 3 clusters Score -115917.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -115922.156250 Penalty: 725.117065 Iteration 24Q: 3 clusters Score -115922.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -115929.000000 Penalty: 725.117065 Iteration 25Q: 3 clusters Score -115929 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -115934.789062 Penalty: 725.117065 Iteration 26Q: 3 clusters Score -115934.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -115939.101562 Penalty: 725.117065 Iteration 27Q: 3 clusters Score -115939.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -115943.210938 Penalty: 725.117065 Iteration 28Q: 3 clusters Score -115943.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -115946.000000 Penalty: 725.117065 Iteration 29Q: 3 clusters Score -115946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -115947.710938 Penalty: 725.117065 Iteration 30Q: 3 clusters Score -115947.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -115948.179688 Penalty: 725.117065 Iteration 31Q: 3 clusters Score -115948.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -115949.976562 Penalty: 725.117065 Iteration 32Q: 3 clusters Score -115950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -115952.492188 Penalty: 725.117065 Iteration 33Q: 3 clusters Score -115952.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -115954.226562 Penalty: 725.117065 Iteration 34Q: 3 clusters Score -115954.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -115956.296875 Penalty: 725.117065 Iteration 35Q: 3 clusters Score -115956.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -115958.242188 Penalty: 725.117065 Iteration 36Q: 3 clusters Score -115958.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -115959.976562 Penalty: 725.117065 Iteration 37Q: 3 clusters Score -115960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -115960.531250 Penalty: 725.117065 Iteration 38Q: 3 clusters Score -115960.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -115962.531250 Penalty: 725.117065 Iteration 39Q: 3 clusters Score -115962.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -115963.281250 Penalty: 725.117065 Iteration 40F: 3 clusters Score -115963.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -115964.234375 Penalty: 725.117065 Iteration 41Q: 3 clusters Score -115964.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -115965.289062 Penalty: 725.117065 Iteration 42Q: 3 clusters Score -115965.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -115966.359375 Penalty: 725.117065 Iteration 43Q: 3 clusters Score -115966.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -115967.515625 Penalty: 725.117065 Iteration 44Q: 3 clusters Score -115967.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -115968.046875 Penalty: 725.117065 Iteration 45Q: 3 clusters Score -115968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -115968.531250 Penalty: 725.117065 Iteration 46Q: 3 clusters Score -115968.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -115969.335938 Penalty: 725.117065 Iteration 47Q: 3 clusters Score -115969.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -115969.335938 Penalty: 725.117065 Iteration 48F: 3 clusters Score -115969.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (87398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87398 members Entering Unmasked Estep Score: -3665968.000000 Penalty: 517.709351 Iteration 0F: 2 clusters Score -3665968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43894 members Mstep: Class 2 contains 43504 members Entering Unmasked Estep Score: -3606816.250000 Penalty: 1035.418701 Iteration 0F: 3 clusters Score -3606816 nChanged 42512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49522 members Mstep: Class 2 contains 37876 members Entering Unmasked Estep Score: -3632778.750000 Penalty: 1035.418701 Iteration 1F: 3 clusters Score -3632779 nChanged 4360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52748 members Mstep: Class 2 contains 34650 members Entering Unmasked Estep Score: -3634763.750000 Penalty: 1035.418701 Iteration 2Q: 3 clusters Score -3634764 nChanged 5552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57570 members Mstep: Class 2 contains 29828 members Entering Unmasked Estep Score: -3638388.500000 Penalty: 1035.418701 Iteration 3F: 3 clusters Score -3638388 nChanged 6880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64022 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -3643987.000000 Penalty: 1035.418701 Iteration 4F: 3 clusters Score -3643987 nChanged 7259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71095 members Mstep: Class 2 contains 16303 members Entering Unmasked Estep Score: -3650785.500000 Penalty: 1035.418701 Iteration 5F: 3 clusters Score -3650786 nChanged 6268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77315 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -3656857.750000 Penalty: 1035.418701 Iteration 6F: 3 clusters Score -3656858 nChanged 4229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81540 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -3660836.250000 Penalty: 1035.418701 Iteration 7Q: 3 clusters Score -3660836 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84043 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -3663058.500000 Penalty: 1035.418701 Iteration 8Q: 3 clusters Score -3663058 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85463 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -3664177.250000 Penalty: 1035.418701 Iteration 9Q: 3 clusters Score -3664177 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86267 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -3664774.000000 Penalty: 1035.418701 Iteration 10Q: 3 clusters Score -3664774 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86735 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -3665120.750000 Penalty: 1035.418701 Iteration 11Q: 3 clusters Score -3665121 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86989 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -3665304.000000 Penalty: 1035.418701 Iteration 12Q: 3 clusters Score -3665304 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87115 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3665392.000000 Penalty: 1035.418701 Iteration 13Q: 3 clusters Score -3665392 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87168 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -3665438.250000 Penalty: 1035.418701 Iteration 14Q: 3 clusters Score -3665438 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87204 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -3665465.250000 Penalty: 1035.418701 Iteration 15Q: 3 clusters Score -3665465 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87224 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -3665486.500000 Penalty: 1035.418701 Iteration 16Q: 3 clusters Score -3665486 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87237 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -3665502.000000 Penalty: 1035.418701 Iteration 17Q: 3 clusters Score -3665502 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87243 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3665504.750000 Penalty: 1035.418701 Iteration 18Q: 3 clusters Score -3665505 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87253 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -3665517.500000 Penalty: 1035.418701 Iteration 19Q: 3 clusters Score -3665518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87260 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -3665524.000000 Penalty: 1035.418701 Iteration 20F: 3 clusters Score -3665524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87264 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -3665525.500000 Penalty: 1035.418701 Iteration 21Q: 3 clusters Score -3665526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87264 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -3665527.750000 Penalty: 1035.418701 Iteration 22Q: 3 clusters Score -3665528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87264 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -3665527.750000 Penalty: 1035.418701 Iteration 23F: 3 clusters Score -3665528 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Entering Unmasked Estep Score: -65980.992188 Penalty: 348.298737 Iteration 0F: 2 clusters Score -65980.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -64478.628906 Penalty: 696.597473 Iteration 0F: 3 clusters Score -64478.63 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -65188.933594 Penalty: 696.597473 Iteration 1F: 3 clusters Score -65188.93 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -65393.511719 Penalty: 696.597473 Iteration 2F: 3 clusters Score -65393.51 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -65497.375000 Penalty: 696.597473 Iteration 3F: 3 clusters Score -65497.38 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -65549.671875 Penalty: 696.597473 Iteration 4Q: 3 clusters Score -65549.67 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -65578.921875 Penalty: 696.597473 Iteration 5Q: 3 clusters Score -65578.92 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -65594.085938 Penalty: 696.597473 Iteration 6Q: 3 clusters Score -65594.09 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -65602.593750 Penalty: 696.597473 Iteration 7Q: 3 clusters Score -65602.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -65610.601562 Penalty: 696.597473 Iteration 8Q: 3 clusters Score -65610.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -65618.429688 Penalty: 696.597473 Iteration 9Q: 3 clusters Score -65618.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -65624.710938 Penalty: 696.597473 Iteration 10Q: 3 clusters Score -65624.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -65635.804688 Penalty: 696.597473 Iteration 11Q: 3 clusters Score -65635.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -65646.976562 Penalty: 696.597473 Iteration 12Q: 3 clusters Score -65646.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -65669.226562 Penalty: 696.597473 Iteration 13Q: 3 clusters Score -65669.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -65689.890625 Penalty: 696.597473 Iteration 14Q: 3 clusters Score -65689.89 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -65709.500000 Penalty: 696.597473 Iteration 15Q: 3 clusters Score -65709.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -65723.109375 Penalty: 696.597473 Iteration 16Q: 3 clusters Score -65723.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -65735.578125 Penalty: 696.597473 Iteration 17Q: 3 clusters Score -65735.58 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -65745.921875 Penalty: 696.597473 Iteration 18Q: 3 clusters Score -65745.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -65755.062500 Penalty: 696.597473 Iteration 19Q: 3 clusters Score -65755.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -65764.039062 Penalty: 696.597473 Iteration 20F: 3 clusters Score -65764.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -65783.359375 Penalty: 696.597473 Iteration 21Q: 3 clusters Score -65783.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -65807.617188 Penalty: 696.597473 Iteration 22Q: 3 clusters Score -65807.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -65841.867188 Penalty: 696.597473 Iteration 23Q: 3 clusters Score -65841.87 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -65875.539062 Penalty: 696.597473 Iteration 24Q: 3 clusters Score -65875.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -65889.671875 Penalty: 696.597473 Iteration 25Q: 3 clusters Score -65889.67 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -65902.992188 Penalty: 696.597473 Iteration 26Q: 3 clusters Score -65902.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -65915.960938 Penalty: 696.597473 Iteration 27Q: 3 clusters Score -65915.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -65920.234375 Penalty: 696.597473 Iteration 28Q: 3 clusters Score -65920.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -65923.250000 Penalty: 696.597473 Iteration 29Q: 3 clusters Score -65923.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -65926.000000 Penalty: 696.597473 Iteration 30Q: 3 clusters Score -65926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -65928.109375 Penalty: 696.597473 Iteration 31Q: 3 clusters Score -65928.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -65929.484375 Penalty: 696.597473 Iteration 32Q: 3 clusters Score -65929.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -65930.468750 Penalty: 696.597473 Iteration 33Q: 3 clusters Score -65930.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -65932.132812 Penalty: 696.597473 Iteration 34Q: 3 clusters Score -65932.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -65933.875000 Penalty: 696.597473 Iteration 35Q: 3 clusters Score -65933.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -65937.593750 Penalty: 696.597473 Iteration 36Q: 3 clusters Score -65937.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -65942.828125 Penalty: 696.597473 Iteration 37Q: 3 clusters Score -65942.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -65944.976562 Penalty: 696.597473 Iteration 38Q: 3 clusters Score -65944.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -65946.218750 Penalty: 696.597473 Iteration 39Q: 3 clusters Score -65946.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -65947.500000 Penalty: 696.597473 Iteration 40F: 3 clusters Score -65947.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -65947.804688 Penalty: 696.597473 Iteration 41Q: 3 clusters Score -65947.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -65947.992188 Penalty: 696.597473 Iteration 42Q: 3 clusters Score -65947.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -65948.125000 Penalty: 696.597473 Iteration 43Q: 3 clusters Score -65948.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -65948.125000 Penalty: 696.597473 Iteration 44F: 3 clusters Score -65948.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Entering Unmasked Estep Score: -259299.203125 Penalty: 401.649780 Iteration 0F: 2 clusters Score -259299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -254774.125000 Penalty: 803.299561 Iteration 0F: 3 clusters Score -254774.1 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -256521.484375 Penalty: 803.299561 Iteration 1F: 3 clusters Score -256521.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -256713.109375 Penalty: 803.299561 Iteration 2F: 3 clusters Score -256713.1 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -256983.859375 Penalty: 803.299561 Iteration 3F: 3 clusters Score -256983.9 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -257285.156250 Penalty: 803.299561 Iteration 4F: 3 clusters Score -257285.2 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -257548.359375 Penalty: 803.299561 Iteration 5F: 3 clusters Score -257548.4 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -257763.390625 Penalty: 803.299561 Iteration 6F: 3 clusters Score -257763.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -257884.046875 Penalty: 803.299561 Iteration 7Q: 3 clusters Score -257884 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -257984.468750 Penalty: 803.299561 Iteration 8Q: 3 clusters Score -257984.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -258075.953125 Penalty: 803.299561 Iteration 9Q: 3 clusters Score -258076 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -258158.531250 Penalty: 803.299561 Iteration 10Q: 3 clusters Score -258158.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -258211.234375 Penalty: 803.299561 Iteration 11Q: 3 clusters Score -258211.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -258244.984375 Penalty: 803.299561 Iteration 12Q: 3 clusters Score -258245 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -258261.375000 Penalty: 803.299561 Iteration 13Q: 3 clusters Score -258261.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -258270.390625 Penalty: 803.299561 Iteration 14Q: 3 clusters Score -258270.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -258278.687500 Penalty: 803.299561 Iteration 15Q: 3 clusters Score -258278.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -258288.250000 Penalty: 803.299561 Iteration 16Q: 3 clusters Score -258288.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -258302.421875 Penalty: 803.299561 Iteration 17Q: 3 clusters Score -258302.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -258313.968750 Penalty: 803.299561 Iteration 18Q: 3 clusters Score -258314 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -258324.093750 Penalty: 803.299561 Iteration 19Q: 3 clusters Score -258324.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -258337.546875 Penalty: 803.299561 Iteration 20F: 3 clusters Score -258337.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -258347.765625 Penalty: 803.299561 Iteration 21Q: 3 clusters Score -258347.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -258358.156250 Penalty: 803.299561 Iteration 22Q: 3 clusters Score -258358.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -258374.015625 Penalty: 803.299561 Iteration 23Q: 3 clusters Score -258374 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -258386.437500 Penalty: 803.299561 Iteration 24Q: 3 clusters Score -258386.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -258394.828125 Penalty: 803.299561 Iteration 25Q: 3 clusters Score -258394.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -258400.390625 Penalty: 803.299561 Iteration 26Q: 3 clusters Score -258400.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -258406.218750 Penalty: 803.299561 Iteration 27Q: 3 clusters Score -258406.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -258413.468750 Penalty: 803.299561 Iteration 28Q: 3 clusters Score -258413.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -258423.093750 Penalty: 803.299561 Iteration 29Q: 3 clusters Score -258423.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -258430.687500 Penalty: 803.299561 Iteration 30Q: 3 clusters Score -258430.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -258437.250000 Penalty: 803.299561 Iteration 31Q: 3 clusters Score -258437.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -258443.875000 Penalty: 803.299561 Iteration 32Q: 3 clusters Score -258443.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -258451.671875 Penalty: 803.299561 Iteration 33Q: 3 clusters Score -258451.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -258460.609375 Penalty: 803.299561 Iteration 34Q: 3 clusters Score -258460.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -258471.250000 Penalty: 803.299561 Iteration 35Q: 3 clusters Score -258471.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -258482.468750 Penalty: 803.299561 Iteration 36Q: 3 clusters Score -258482.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -258495.500000 Penalty: 803.299561 Iteration 37Q: 3 clusters Score -258495.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -258504.937500 Penalty: 803.299561 Iteration 38Q: 3 clusters Score -258504.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -258518.203125 Penalty: 803.299561 Iteration 39Q: 3 clusters Score -258518.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -258536.843750 Penalty: 803.299561 Iteration 40F: 3 clusters Score -258536.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -258556.828125 Penalty: 803.299561 Iteration 41Q: 3 clusters Score -258556.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -258575.390625 Penalty: 803.299561 Iteration 42Q: 3 clusters Score -258575.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -258586.468750 Penalty: 803.299561 Iteration 43Q: 3 clusters Score -258586.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -258598.421875 Penalty: 803.299561 Iteration 44Q: 3 clusters Score -258598.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -258609.578125 Penalty: 803.299561 Iteration 45Q: 3 clusters Score -258609.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -258622.734375 Penalty: 803.299561 Iteration 46Q: 3 clusters Score -258622.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -258633.843750 Penalty: 803.299561 Iteration 47Q: 3 clusters Score -258633.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -258646.828125 Penalty: 803.299561 Iteration 48Q: 3 clusters Score -258646.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -258654.671875 Penalty: 803.299561 Iteration 49Q: 3 clusters Score -258654.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -258661.218750 Penalty: 803.299561 Iteration 50Q: 3 clusters Score -258661.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -258668.250000 Penalty: 803.299561 Iteration 51Q: 3 clusters Score -258668.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -258674.234375 Penalty: 803.299561 Iteration 52Q: 3 clusters Score -258674.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -258681.265625 Penalty: 803.299561 Iteration 53Q: 3 clusters Score -258681.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -258687.828125 Penalty: 803.299561 Iteration 54Q: 3 clusters Score -258687.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -258694.375000 Penalty: 803.299561 Iteration 55Q: 3 clusters Score -258694.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -258698.343750 Penalty: 803.299561 Iteration 56Q: 3 clusters Score -258698.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -258703.546875 Penalty: 803.299561 Iteration 57Q: 3 clusters Score -258703.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -258708.484375 Penalty: 803.299561 Iteration 58Q: 3 clusters Score -258708.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -258712.218750 Penalty: 803.299561 Iteration 59Q: 3 clusters Score -258712.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -258713.687500 Penalty: 803.299561 Iteration 60F: 3 clusters Score -258713.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -258714.203125 Penalty: 803.299561 Iteration 61Q: 3 clusters Score -258714.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -258715.453125 Penalty: 803.299561 Iteration 62Q: 3 clusters Score -258715.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -258716.500000 Penalty: 803.299561 Iteration 63Q: 3 clusters Score -258716.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -258717.640625 Penalty: 803.299561 Iteration 64Q: 3 clusters Score -258717.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -258718.171875 Penalty: 803.299561 Iteration 65Q: 3 clusters Score -258718.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -258719.718750 Penalty: 803.299561 Iteration 66Q: 3 clusters Score -258719.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -258721.281250 Penalty: 803.299561 Iteration 67Q: 3 clusters Score -258721.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -258725.062500 Penalty: 803.299561 Iteration 68Q: 3 clusters Score -258725.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -258729.453125 Penalty: 803.299561 Iteration 69Q: 3 clusters Score -258729.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -258733.562500 Penalty: 803.299561 Iteration 70Q: 3 clusters Score -258733.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -258736.718750 Penalty: 803.299561 Iteration 71Q: 3 clusters Score -258736.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -258738.390625 Penalty: 803.299561 Iteration 72Q: 3 clusters Score -258738.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -258742.265625 Penalty: 803.299561 Iteration 73Q: 3 clusters Score -258742.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -258746.312500 Penalty: 803.299561 Iteration 74Q: 3 clusters Score -258746.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -258750.765625 Penalty: 803.299561 Iteration 75Q: 3 clusters Score -258750.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -258757.562500 Penalty: 803.299561 Iteration 76Q: 3 clusters Score -258757.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -258765.734375 Penalty: 803.299561 Iteration 77Q: 3 clusters Score -258765.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -258771.125000 Penalty: 803.299561 Iteration 78Q: 3 clusters Score -258771.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -258777.796875 Penalty: 803.299561 Iteration 79Q: 3 clusters Score -258777.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -258782.109375 Penalty: 803.299561 Iteration 80F: 3 clusters Score -258782.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -258784.468750 Penalty: 803.299561 Iteration 81Q: 3 clusters Score -258784.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -258785.234375 Penalty: 803.299561 Iteration 82Q: 3 clusters Score -258785.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -258786.968750 Penalty: 803.299561 Iteration 83Q: 3 clusters Score -258787 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -258790.265625 Penalty: 803.299561 Iteration 84Q: 3 clusters Score -258790.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -258792.500000 Penalty: 803.299561 Iteration 85Q: 3 clusters Score -258792.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -258792.703125 Penalty: 803.299561 Iteration 86Q: 3 clusters Score -258792.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -258794.421875 Penalty: 803.299561 Iteration 87Q: 3 clusters Score -258794.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -258796.078125 Penalty: 803.299561 Iteration 88Q: 3 clusters Score -258796.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -258797.390625 Penalty: 803.299561 Iteration 89Q: 3 clusters Score -258797.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -258799.796875 Penalty: 803.299561 Iteration 90Q: 3 clusters Score -258799.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -258802.750000 Penalty: 803.299561 Iteration 91Q: 3 clusters Score -258802.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -258807.843750 Penalty: 803.299561 Iteration 92Q: 3 clusters Score -258807.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -258817.171875 Penalty: 803.299561 Iteration 93Q: 3 clusters Score -258817.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -258826.640625 Penalty: 803.299561 Iteration 94Q: 3 clusters Score -258826.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -258833.500000 Penalty: 803.299561 Iteration 95Q: 3 clusters Score -258833.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -258840.562500 Penalty: 803.299561 Iteration 96Q: 3 clusters Score -258840.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -258845.109375 Penalty: 803.299561 Iteration 97Q: 3 clusters Score -258845.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -258849.359375 Penalty: 803.299561 Iteration 98Q: 3 clusters Score -258849.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -258852.093750 Penalty: 803.299561 Iteration 99Q: 3 clusters Score -258852.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -258853.968750 Penalty: 803.299561 Iteration 100F: 3 clusters Score -258854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -258856.375000 Penalty: 803.299561 Iteration 101Q: 3 clusters Score -258856.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -258860.796875 Penalty: 803.299561 Iteration 102Q: 3 clusters Score -258860.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -258865.531250 Penalty: 803.299561 Iteration 103Q: 3 clusters Score -258865.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -258869.781250 Penalty: 803.299561 Iteration 104Q: 3 clusters Score -258869.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -258874.546875 Penalty: 803.299561 Iteration 105Q: 3 clusters Score -258874.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -258881.203125 Penalty: 803.299561 Iteration 106Q: 3 clusters Score -258881.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -258888.500000 Penalty: 803.299561 Iteration 107Q: 3 clusters Score -258888.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -258892.000000 Penalty: 803.299561 Iteration 108Q: 3 clusters Score -258892 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -258897.875000 Penalty: 803.299561 Iteration 109Q: 3 clusters Score -258897.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -258906.625000 Penalty: 803.299561 Iteration 110Q: 3 clusters Score -258906.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -258915.468750 Penalty: 803.299561 Iteration 111Q: 3 clusters Score -258915.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -258923.750000 Penalty: 803.299561 Iteration 112Q: 3 clusters Score -258923.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -258928.953125 Penalty: 803.299561 Iteration 113Q: 3 clusters Score -258929 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -258932.562500 Penalty: 803.299561 Iteration 114Q: 3 clusters Score -258932.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -258933.609375 Penalty: 803.299561 Iteration 115Q: 3 clusters Score -258933.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -258935.796875 Penalty: 803.299561 Iteration 116Q: 3 clusters Score -258935.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -258937.656250 Penalty: 803.299561 Iteration 117Q: 3 clusters Score -258937.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -258938.546875 Penalty: 803.299561 Iteration 118Q: 3 clusters Score -258938.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -258938.640625 Penalty: 803.299561 Iteration 119Q: 3 clusters Score -258938.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -258939.609375 Penalty: 803.299561 Iteration 120F: 3 clusters Score -258939.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -258942.062500 Penalty: 803.299561 Iteration 121Q: 3 clusters Score -258942.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -258942.968750 Penalty: 803.299561 Iteration 122Q: 3 clusters Score -258943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -258944.515625 Penalty: 803.299561 Iteration 123Q: 3 clusters Score -258944.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -258944.453125 Penalty: 803.299561 Iteration 124Q: 3 clusters Score -258944.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -258944.453125 Penalty: 803.299561 Iteration 125F: 3 clusters Score -258944.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -160863.968750 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160864 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -161929.250000 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161929.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -162079.515625 Penalty: 759.349976 Iteration 2F: 3 clusters Score -162079.5 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -162217.781250 Penalty: 759.349976 Iteration 3F: 3 clusters Score -162217.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -162324.562500 Penalty: 759.349976 Iteration 4F: 3 clusters Score -162324.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -162421.968750 Penalty: 759.349976 Iteration 5Q: 3 clusters Score -162422 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -162503.546875 Penalty: 759.349976 Iteration 6Q: 3 clusters Score -162503.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -162577.156250 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -162577.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -162643.390625 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -162643.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -162708.734375 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -162708.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -162759.125000 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -162759.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -162794.171875 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -162794.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -162819.609375 Penalty: 759.349976 Iteration 12Q: 3 clusters Score -162819.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -162842.906250 Penalty: 759.349976 Iteration 13Q: 3 clusters Score -162842.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -162873.671875 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -162873.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -162915.281250 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -162915.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -162963.000000 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -162963 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -162996.000000 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -162996 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -163030.968750 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163031 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -163055.765625 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163055.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -163082.984375 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163083 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -163111.328125 Penalty: 759.349976 Iteration 21Q: 3 clusters Score -163111.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -163131.296875 Penalty: 759.349976 Iteration 22Q: 3 clusters Score -163131.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -163147.468750 Penalty: 759.349976 Iteration 23Q: 3 clusters Score -163147.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -163152.687500 Penalty: 759.349976 Iteration 24Q: 3 clusters Score -163152.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -163156.953125 Penalty: 759.349976 Iteration 25Q: 3 clusters Score -163157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -163161.156250 Penalty: 759.349976 Iteration 26Q: 3 clusters Score -163161.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -163165.531250 Penalty: 759.349976 Iteration 27Q: 3 clusters Score -163165.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -163173.250000 Penalty: 759.349976 Iteration 28Q: 3 clusters Score -163173.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -163178.156250 Penalty: 759.349976 Iteration 29Q: 3 clusters Score -163178.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -163181.093750 Penalty: 759.349976 Iteration 30Q: 3 clusters Score -163181.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -163182.953125 Penalty: 759.349976 Iteration 31Q: 3 clusters Score -163183 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -163185.484375 Penalty: 759.349976 Iteration 32Q: 3 clusters Score -163185.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -163189.625000 Penalty: 759.349976 Iteration 33Q: 3 clusters Score -163189.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -163193.953125 Penalty: 759.349976 Iteration 34Q: 3 clusters Score -163194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -163196.750000 Penalty: 759.349976 Iteration 35Q: 3 clusters Score -163196.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -163202.265625 Penalty: 759.349976 Iteration 36Q: 3 clusters Score -163202.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -163206.984375 Penalty: 759.349976 Iteration 37Q: 3 clusters Score -163207 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -163211.171875 Penalty: 759.349976 Iteration 38Q: 3 clusters Score -163211.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -163216.171875 Penalty: 759.349976 Iteration 39Q: 3 clusters Score -163216.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -163225.500000 Penalty: 759.349976 Iteration 40F: 3 clusters Score -163225.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -163235.640625 Penalty: 759.349976 Iteration 41Q: 3 clusters Score -163235.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -163242.109375 Penalty: 759.349976 Iteration 42Q: 3 clusters Score -163242.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -163251.468750 Penalty: 759.349976 Iteration 43Q: 3 clusters Score -163251.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -163259.953125 Penalty: 759.349976 Iteration 44Q: 3 clusters Score -163260 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -163267.078125 Penalty: 759.349976 Iteration 45Q: 3 clusters Score -163267.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -163271.375000 Penalty: 759.349976 Iteration 46Q: 3 clusters Score -163271.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -163277.906250 Penalty: 759.349976 Iteration 47Q: 3 clusters Score -163277.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -163285.468750 Penalty: 759.349976 Iteration 48Q: 3 clusters Score -163285.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -163294.234375 Penalty: 759.349976 Iteration 49Q: 3 clusters Score -163294.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -163301.718750 Penalty: 759.349976 Iteration 50Q: 3 clusters Score -163301.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -163309.593750 Penalty: 759.349976 Iteration 51Q: 3 clusters Score -163309.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -163318.234375 Penalty: 759.349976 Iteration 52Q: 3 clusters Score -163318.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -163324.046875 Penalty: 759.349976 Iteration 53Q: 3 clusters Score -163324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -163333.265625 Penalty: 759.349976 Iteration 54Q: 3 clusters Score -163333.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -163338.765625 Penalty: 759.349976 Iteration 55Q: 3 clusters Score -163338.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -163343.390625 Penalty: 759.349976 Iteration 56Q: 3 clusters Score -163343.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -163347.421875 Penalty: 759.349976 Iteration 57Q: 3 clusters Score -163347.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -163355.531250 Penalty: 759.349976 Iteration 58Q: 3 clusters Score -163355.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -163362.890625 Penalty: 759.349976 Iteration 59Q: 3 clusters Score -163362.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -163367.640625 Penalty: 759.349976 Iteration 60F: 3 clusters Score -163367.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -163372.109375 Penalty: 759.349976 Iteration 61Q: 3 clusters Score -163372.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -163374.343750 Penalty: 759.349976 Iteration 62Q: 3 clusters Score -163374.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -163376.218750 Penalty: 759.349976 Iteration 63Q: 3 clusters Score -163376.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -163376.968750 Penalty: 759.349976 Iteration 64Q: 3 clusters Score -163377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -163378.125000 Penalty: 759.349976 Iteration 65Q: 3 clusters Score -163378.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -163378.968750 Penalty: 759.349976 Iteration 66Q: 3 clusters Score -163379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -163379.265625 Penalty: 759.349976 Iteration 67Q: 3 clusters Score -163379.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -163379.953125 Penalty: 759.349976 Iteration 68Q: 3 clusters Score -163380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -163381.375000 Penalty: 759.349976 Iteration 69Q: 3 clusters Score -163381.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -163381.375000 Penalty: 759.349976 Iteration 70F: 3 clusters Score -163381.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Entering Unmasked Estep Score: -37996.976562 Penalty: 318.515198 Iteration 0F: 2 clusters Score -37996.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -37133.328125 Penalty: 637.030396 Iteration 0F: 3 clusters Score -37133.33 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -37432.902344 Penalty: 637.030396 Iteration 1F: 3 clusters Score -37432.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -37487.640625 Penalty: 637.030396 Iteration 2F: 3 clusters Score -37487.64 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -37574.804688 Penalty: 637.030396 Iteration 3F: 3 clusters Score -37574.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -37669.222656 Penalty: 637.030396 Iteration 4F: 3 clusters Score -37669.22 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -37749.210938 Penalty: 637.030396 Iteration 5F: 3 clusters Score -37749.21 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -37806.683594 Penalty: 637.030396 Iteration 6F: 3 clusters Score -37806.68 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37834.726562 Penalty: 637.030396 Iteration 7Q: 3 clusters Score -37834.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37846.917969 Penalty: 637.030396 Iteration 8Q: 3 clusters Score -37846.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37854.171875 Penalty: 637.030396 Iteration 9Q: 3 clusters Score -37854.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -37857.386719 Penalty: 637.030396 Iteration 10Q: 3 clusters Score -37857.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -37861.558594 Penalty: 637.030396 Iteration 11Q: 3 clusters Score -37861.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -37863.714844 Penalty: 637.030396 Iteration 12Q: 3 clusters Score -37863.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -37865.296875 Penalty: 637.030396 Iteration 13Q: 3 clusters Score -37865.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -37866.546875 Penalty: 637.030396 Iteration 14Q: 3 clusters Score -37866.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -37867.515625 Penalty: 637.030396 Iteration 15Q: 3 clusters Score -37867.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -37868.964844 Penalty: 637.030396 Iteration 16Q: 3 clusters Score -37868.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -37869.914062 Penalty: 637.030396 Iteration 17Q: 3 clusters Score -37869.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -37871.472656 Penalty: 637.030396 Iteration 18Q: 3 clusters Score -37871.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -37873.347656 Penalty: 637.030396 Iteration 19Q: 3 clusters Score -37873.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -37874.519531 Penalty: 637.030396 Iteration 20F: 3 clusters Score -37874.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -37875.160156 Penalty: 637.030396 Iteration 21Q: 3 clusters Score -37875.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -37875.445312 Penalty: 637.030396 Iteration 22Q: 3 clusters Score -37875.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -37876.382812 Penalty: 637.030396 Iteration 23Q: 3 clusters Score -37876.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -37879.609375 Penalty: 637.030396 Iteration 24Q: 3 clusters Score -37879.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -37882.082031 Penalty: 637.030396 Iteration 25Q: 3 clusters Score -37882.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37884.105469 Penalty: 637.030396 Iteration 26Q: 3 clusters Score -37884.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37884.105469 Penalty: 637.030396 Iteration 27F: 3 clusters Score -37884.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 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 144 members Entering Unmasked Estep Score: -7607.695312 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7607.695 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -7700.721191 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7700.721 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7742.340820 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7742.341 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7756.490234 Penalty: 511.785614 Iteration 3Q: 3 clusters Score -7756.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7767.947266 Penalty: 511.785614 Iteration 4Q: 3 clusters Score -7767.947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7777.574707 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7777.575 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7782.500000 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7782.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7783.259766 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7783.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7784.288086 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7784.288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7793.647461 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -7793.647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7794.593262 Penalty: 511.785614 Iteration 10Q: 3 clusters Score -7794.593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7794.790039 Penalty: 511.785614 Iteration 11Q: 3 clusters Score -7794.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7794.790039 Penalty: 511.785614 Iteration 12F: 3 clusters Score -7794.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Entering Unmasked Estep Score: -54029.363281 Penalty: 331.552856 Iteration 0F: 2 clusters Score -54029.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -52938.757812 Penalty: 663.105713 Iteration 0F: 3 clusters Score -52938.76 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -53237.089844 Penalty: 663.105713 Iteration 1F: 3 clusters Score -53237.09 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -53278.484375 Penalty: 663.105713 Iteration 2F: 3 clusters Score -53278.48 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -53309.812500 Penalty: 663.105713 Iteration 3Q: 3 clusters Score -53309.81 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -53337.546875 Penalty: 663.105713 Iteration 4Q: 3 clusters Score -53337.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -53363.980469 Penalty: 663.105713 Iteration 5Q: 3 clusters Score -53363.98 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -53406.234375 Penalty: 663.105713 Iteration 6Q: 3 clusters Score -53406.23 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -53444.015625 Penalty: 663.105713 Iteration 7Q: 3 clusters Score -53444.02 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -53480.386719 Penalty: 663.105713 Iteration 8Q: 3 clusters Score -53480.39 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -53514.195312 Penalty: 663.105713 Iteration 9Q: 3 clusters Score -53514.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -53549.363281 Penalty: 663.105713 Iteration 10Q: 3 clusters Score -53549.36 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -53571.773438 Penalty: 663.105713 Iteration 11Q: 3 clusters Score -53571.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -53595.554688 Penalty: 663.105713 Iteration 12Q: 3 clusters Score -53595.55 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -53628.738281 Penalty: 663.105713 Iteration 13Q: 3 clusters Score -53628.74 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -53657.078125 Penalty: 663.105713 Iteration 14Q: 3 clusters Score -53657.08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -53685.976562 Penalty: 663.105713 Iteration 15Q: 3 clusters Score -53685.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -53695.445312 Penalty: 663.105713 Iteration 16Q: 3 clusters Score -53695.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -53705.121094 Penalty: 663.105713 Iteration 17Q: 3 clusters Score -53705.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -53710.316406 Penalty: 663.105713 Iteration 18Q: 3 clusters Score -53710.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -53713.742188 Penalty: 663.105713 Iteration 19Q: 3 clusters Score -53713.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -53715.753906 Penalty: 663.105713 Iteration 20F: 3 clusters Score -53715.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -53717.519531 Penalty: 663.105713 Iteration 21Q: 3 clusters Score -53717.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -53719.054688 Penalty: 663.105713 Iteration 22Q: 3 clusters Score -53719.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -53723.777344 Penalty: 663.105713 Iteration 23Q: 3 clusters Score -53723.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -53726.558594 Penalty: 663.105713 Iteration 24Q: 3 clusters Score -53726.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -53729.628906 Penalty: 663.105713 Iteration 25Q: 3 clusters Score -53729.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -53735.656250 Penalty: 663.105713 Iteration 26Q: 3 clusters Score -53735.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -53738.824219 Penalty: 663.105713 Iteration 27Q: 3 clusters Score -53738.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -53740.726562 Penalty: 663.105713 Iteration 28Q: 3 clusters Score -53740.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -53742.011719 Penalty: 663.105713 Iteration 29Q: 3 clusters Score -53742.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -53746.234375 Penalty: 663.105713 Iteration 30Q: 3 clusters Score -53746.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -53749.386719 Penalty: 663.105713 Iteration 31Q: 3 clusters Score -53749.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -53751.171875 Penalty: 663.105713 Iteration 32Q: 3 clusters Score -53751.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -53751.851562 Penalty: 663.105713 Iteration 33Q: 3 clusters Score -53751.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -53752.609375 Penalty: 663.105713 Iteration 34Q: 3 clusters Score -53752.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -53754.027344 Penalty: 663.105713 Iteration 35Q: 3 clusters Score -53754.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -53756.414062 Penalty: 663.105713 Iteration 36Q: 3 clusters Score -53756.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -53757.320312 Penalty: 663.105713 Iteration 37Q: 3 clusters Score -53757.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -53758.000000 Penalty: 663.105713 Iteration 38Q: 3 clusters Score -53758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -53758.000000 Penalty: 663.105713 Iteration 39F: 3 clusters Score -53758 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (88 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Entering Unmasked Estep Score: -2325.263916 Penalty: 203.718826 Iteration 0F: 2 clusters Score -2325.264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -2195.701172 Penalty: 407.437653 Iteration 0F: 3 clusters Score -2195.701 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2250.282227 Penalty: 407.437653 Iteration 1F: 3 clusters Score -2250.282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -2251.544434 Penalty: 407.437653 Iteration 2Q: 3 clusters Score -2251.544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2253.982666 Penalty: 407.437653 Iteration 3Q: 3 clusters Score -2253.983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2253.982666 Penalty: 407.437653 Iteration 4F: 3 clusters Score -2253.983 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (26918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26918 members Entering Unmasked Estep Score: -1024329.812500 Penalty: 464.125031 Iteration 0F: 2 clusters Score -1024330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -1006429.562500 Penalty: 928.250061 Iteration 0F: 3 clusters Score -1006430 nChanged 12960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -1014521.312500 Penalty: 928.250061 Iteration 1F: 3 clusters Score -1014521 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -1015313.625000 Penalty: 928.250061 Iteration 2F: 3 clusters Score -1015314 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 14797 members Entering Unmasked Estep Score: -1016273.812500 Penalty: 928.250061 Iteration 3F: 3 clusters Score -1016274 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -1017365.875000 Penalty: 928.250061 Iteration 4F: 3 clusters Score -1017366 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 15373 members Entering Unmasked Estep Score: -1018463.562500 Penalty: 928.250061 Iteration 5F: 3 clusters Score -1018464 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 15574 members Entering Unmasked Estep Score: -1019363.500000 Penalty: 928.250061 Iteration 6F: 3 clusters Score -1019364 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -1019858.562500 Penalty: 928.250061 Iteration 7Q: 3 clusters Score -1019859 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -1020041.562500 Penalty: 928.250061 Iteration 8Q: 3 clusters Score -1020042 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -1020126.062500 Penalty: 928.250061 Iteration 9Q: 3 clusters Score -1020126 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -1020170.125000 Penalty: 928.250061 Iteration 10Q: 3 clusters Score -1020170 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -1020227.562500 Penalty: 928.250061 Iteration 11Q: 3 clusters Score -1020228 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -1020267.625000 Penalty: 928.250061 Iteration 12Q: 3 clusters Score -1020268 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -1020325.625000 Penalty: 928.250061 Iteration 13Q: 3 clusters Score -1020326 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 17315 members Entering Unmasked Estep Score: -1020390.750000 Penalty: 928.250061 Iteration 14Q: 3 clusters Score -1020391 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 17579 members Entering Unmasked Estep Score: -1020447.750000 Penalty: 928.250061 Iteration 15Q: 3 clusters Score -1020448 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -1020501.125000 Penalty: 928.250061 Iteration 16Q: 3 clusters Score -1020501 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 18141 members Entering Unmasked Estep Score: -1020570.812500 Penalty: 928.250061 Iteration 17Q: 3 clusters Score -1020571 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 18471 members Entering Unmasked Estep Score: -1020650.937500 Penalty: 928.250061 Iteration 18Q: 3 clusters Score -1020651 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -1020748.562500 Penalty: 928.250061 Iteration 19Q: 3 clusters Score -1020749 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 19213 members Entering Unmasked Estep Score: -1020843.937500 Penalty: 928.250061 Iteration 20F: 3 clusters Score -1020844 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -1020947.250000 Penalty: 928.250061 Iteration 21Q: 3 clusters Score -1020947 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 20020 members Entering Unmasked Estep Score: -1021074.062500 Penalty: 928.250061 Iteration 22Q: 3 clusters Score -1021074 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -1021213.875000 Penalty: 928.250061 Iteration 23Q: 3 clusters Score -1021214 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 20931 members Entering Unmasked Estep Score: -1021349.812500 Penalty: 928.250061 Iteration 24Q: 3 clusters Score -1021350 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -1021484.625000 Penalty: 928.250061 Iteration 25Q: 3 clusters Score -1021485 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 21808 members Entering Unmasked Estep Score: -1021626.125000 Penalty: 928.250061 Iteration 26Q: 3 clusters Score -1021626 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 22247 members Entering Unmasked Estep Score: -1021778.375000 Penalty: 928.250061 Iteration 27Q: 3 clusters Score -1021778 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 22717 members Entering Unmasked Estep Score: -1021952.937500 Penalty: 928.250061 Iteration 28Q: 3 clusters Score -1021953 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -1022124.375000 Penalty: 928.250061 Iteration 29Q: 3 clusters Score -1022124 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 23609 members Entering Unmasked Estep Score: -1022306.250000 Penalty: 928.250061 Iteration 30Q: 3 clusters Score -1022306 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 24028 members Entering Unmasked Estep Score: -1022504.812500 Penalty: 928.250061 Iteration 31Q: 3 clusters Score -1022505 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 24486 members Entering Unmasked Estep Score: -1022740.875000 Penalty: 928.250061 Iteration 32Q: 3 clusters Score -1022741 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 24895 members Entering Unmasked Estep Score: -1022963.250000 Penalty: 928.250061 Iteration 33Q: 3 clusters Score -1022963 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 25253 members Entering Unmasked Estep Score: -1023159.187500 Penalty: 928.250061 Iteration 34Q: 3 clusters Score -1023159 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 25570 members Entering Unmasked Estep Score: -1023340.562500 Penalty: 928.250061 Iteration 35Q: 3 clusters Score -1023341 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 25810 members Entering Unmasked Estep Score: -1023483.375000 Penalty: 928.250061 Iteration 36Q: 3 clusters Score -1023483 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -1023613.312500 Penalty: 928.250061 Iteration 37Q: 3 clusters Score -1023613 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 26184 members Entering Unmasked Estep Score: -1023714.000000 Penalty: 928.250061 Iteration 38Q: 3 clusters Score -1023714 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 26312 members Entering Unmasked Estep Score: -1023793.875000 Penalty: 928.250061 Iteration 39Q: 3 clusters Score -1023794 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 26414 members Entering Unmasked Estep Score: -1023848.687500 Penalty: 928.250061 Iteration 40F: 3 clusters Score -1023849 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 26492 members Entering Unmasked Estep Score: -1023890.250000 Penalty: 928.250061 Iteration 41Q: 3 clusters Score -1023890 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 26543 members Entering Unmasked Estep Score: -1023913.375000 Penalty: 928.250061 Iteration 42Q: 3 clusters Score -1023913 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 26583 members Entering Unmasked Estep Score: -1023934.937500 Penalty: 928.250061 Iteration 43Q: 3 clusters Score -1023935 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 26607 members Entering Unmasked Estep Score: -1023949.062500 Penalty: 928.250061 Iteration 44Q: 3 clusters Score -1023949 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 26628 members Entering Unmasked Estep Score: -1023964.562500 Penalty: 928.250061 Iteration 45Q: 3 clusters Score -1023965 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 26638 members Entering Unmasked Estep Score: -1023976.250000 Penalty: 928.250061 Iteration 46Q: 3 clusters Score -1023976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 26651 members Entering Unmasked Estep Score: -1023985.750000 Penalty: 928.250061 Iteration 47Q: 3 clusters Score -1023986 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -1023994.187500 Penalty: 928.250061 Iteration 48Q: 3 clusters Score -1023994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -1023998.250000 Penalty: 928.250061 Iteration 49Q: 3 clusters Score -1023998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 26666 members Entering Unmasked Estep Score: -1024000.062500 Penalty: 928.250061 Iteration 50Q: 3 clusters Score -1024000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -1024002.062500 Penalty: 928.250061 Iteration 51Q: 3 clusters Score -1024002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 26670 members Entering Unmasked Estep Score: -1024004.125000 Penalty: 928.250061 Iteration 52Q: 3 clusters Score -1024004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 26674 members Entering Unmasked Estep Score: -1024005.000000 Penalty: 928.250061 Iteration 53Q: 3 clusters Score -1024005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 26676 members Entering Unmasked Estep Score: -1024004.312500 Penalty: 928.250061 Iteration 54Q: 3 clusters Score -1024004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 26677 members Entering Unmasked Estep Score: -1024005.250000 Penalty: 928.250061 Iteration 55Q: 3 clusters Score -1024005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 26677 members Entering Unmasked Estep Score: -1024007.500000 Penalty: 928.250061 Iteration 56Q: 3 clusters Score -1024008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 26676 members Entering Unmasked Estep Score: -1024009.875000 Penalty: 928.250061 Iteration 57Q: 3 clusters Score -1024010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -1024012.562500 Penalty: 928.250061 Iteration 58Q: 3 clusters Score -1024013 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 26679 members Entering Unmasked Estep Score: -1024013.875000 Penalty: 928.250061 Iteration 59Q: 3 clusters Score -1024014 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 26679 members Entering Unmasked Estep Score: -1024013.875000 Penalty: 928.250061 Iteration 60F: 3 clusters Score -1024014 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Entering Unmasked Estep Score: -211587.109375 Penalty: 389.491516 Iteration 0F: 2 clusters Score -211587.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -208045.687500 Penalty: 778.983032 Iteration 0F: 3 clusters Score -208045.7 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -209358.296875 Penalty: 778.983032 Iteration 1F: 3 clusters Score -209358.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -209507.343750 Penalty: 778.983032 Iteration 2F: 3 clusters Score -209507.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -209694.937500 Penalty: 778.983032 Iteration 3F: 3 clusters Score -209694.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -209920.312500 Penalty: 778.983032 Iteration 4F: 3 clusters Score -209920.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -210172.078125 Penalty: 778.983032 Iteration 5F: 3 clusters Score -210172.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -210442.125000 Penalty: 778.983032 Iteration 6F: 3 clusters Score -210442.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -210682.859375 Penalty: 778.983032 Iteration 7F: 3 clusters Score -210682.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -210885.031250 Penalty: 778.983032 Iteration 8Q: 3 clusters Score -210885 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -211031.156250 Penalty: 778.983032 Iteration 9Q: 3 clusters Score -211031.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -211115.281250 Penalty: 778.983032 Iteration 10Q: 3 clusters Score -211115.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -211165.515625 Penalty: 778.983032 Iteration 11Q: 3 clusters Score -211165.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -211210.875000 Penalty: 778.983032 Iteration 12Q: 3 clusters Score -211210.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -211239.640625 Penalty: 778.983032 Iteration 13Q: 3 clusters Score -211239.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -211258.906250 Penalty: 778.983032 Iteration 14Q: 3 clusters Score -211258.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -211270.609375 Penalty: 778.983032 Iteration 15Q: 3 clusters Score -211270.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -211272.781250 Penalty: 778.983032 Iteration 16Q: 3 clusters Score -211272.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -211273.046875 Penalty: 778.983032 Iteration 17Q: 3 clusters Score -211273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -211274.781250 Penalty: 778.983032 Iteration 18Q: 3 clusters Score -211274.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -211276.093750 Penalty: 778.983032 Iteration 19Q: 3 clusters Score -211276.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -211276.093750 Penalty: 778.983032 Iteration 20F: 3 clusters Score -211276.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (17502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Entering Unmasked Estep Score: -664657.125000 Penalty: 444.538177 Iteration 0F: 2 clusters Score -664657.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -653009.062500 Penalty: 889.076355 Iteration 0F: 3 clusters Score -653009.1 nChanged 8227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -657741.500000 Penalty: 889.076355 Iteration 1F: 3 clusters Score -657741.5 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -658136.062500 Penalty: 889.076355 Iteration 2F: 3 clusters Score -658136.1 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -658750.375000 Penalty: 889.076355 Iteration 3F: 3 clusters Score -658750.4 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -659686.937500 Penalty: 889.076355 Iteration 4F: 3 clusters Score -659686.9 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -660910.437500 Penalty: 889.076355 Iteration 5F: 3 clusters Score -660910.4 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14990 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -662174.562500 Penalty: 889.076355 Iteration 6F: 3 clusters Score -662174.6 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -663122.437500 Penalty: 889.076355 Iteration 7F: 3 clusters Score -663122.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -663622.437500 Penalty: 889.076355 Iteration 8Q: 3 clusters Score -663622.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16680 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -663879.937500 Penalty: 889.076355 Iteration 9Q: 3 clusters Score -663879.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -664008.312500 Penalty: 889.076355 Iteration 10Q: 3 clusters Score -664008.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17004 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -664114.250000 Penalty: 889.076355 Iteration 11Q: 3 clusters Score -664114.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17107 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -664195.125000 Penalty: 889.076355 Iteration 12Q: 3 clusters Score -664195.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17171 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -664236.312500 Penalty: 889.076355 Iteration 13Q: 3 clusters Score -664236.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17213 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -664272.187500 Penalty: 889.076355 Iteration 14Q: 3 clusters Score -664272.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17240 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -664295.562500 Penalty: 889.076355 Iteration 15Q: 3 clusters Score -664295.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17258 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -664310.500000 Penalty: 889.076355 Iteration 16Q: 3 clusters Score -664310.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17264 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -664318.687500 Penalty: 889.076355 Iteration 17Q: 3 clusters Score -664318.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -664321.625000 Penalty: 889.076355 Iteration 18Q: 3 clusters Score -664321.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17275 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -664331.687500 Penalty: 889.076355 Iteration 19Q: 3 clusters Score -664331.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -664344.875000 Penalty: 889.076355 Iteration 20F: 3 clusters Score -664344.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17288 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -664357.812500 Penalty: 889.076355 Iteration 21Q: 3 clusters Score -664357.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -664365.875000 Penalty: 889.076355 Iteration 22Q: 3 clusters Score -664365.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17286 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -664368.437500 Penalty: 889.076355 Iteration 23Q: 3 clusters Score -664368.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17285 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -664371.062500 Penalty: 889.076355 Iteration 24Q: 3 clusters Score -664371.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17286 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -664373.187500 Penalty: 889.076355 Iteration 25Q: 3 clusters Score -664373.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17289 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -664378.750000 Penalty: 889.076355 Iteration 26Q: 3 clusters Score -664378.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17287 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -664382.437500 Penalty: 889.076355 Iteration 27Q: 3 clusters Score -664382.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -664382.500000 Penalty: 889.076355 Iteration 28Q: 3 clusters Score -664382.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -664385.750000 Penalty: 889.076355 Iteration 29Q: 3 clusters Score -664385.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17282 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -664385.812500 Penalty: 889.076355 Iteration 30Q: 3 clusters Score -664385.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17282 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -664385.812500 Penalty: 889.076355 Iteration 31F: 3 clusters Score -664385.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -16463.169922 Penalty: 274.831573 Iteration 0F: 2 clusters Score -16463.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -16023.179688 Penalty: 549.663147 Iteration 0F: 3 clusters Score -16023.18 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -16131.384766 Penalty: 549.663147 Iteration 1F: 3 clusters Score -16131.38 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16179.779297 Penalty: 549.663147 Iteration 2F: 3 clusters Score -16179.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16213.238281 Penalty: 549.663147 Iteration 3F: 3 clusters Score -16213.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16235.009766 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -16235.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16259.043945 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -16259.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16266.593750 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -16266.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -16278.750000 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -16278.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -16297.059570 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -16297.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -16302.444336 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -16302.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16306.944336 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -16306.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16314.295898 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -16314.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -16317.918945 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -16317.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16318.291992 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -16318.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16318.291992 Penalty: 549.663147 Iteration 14F: 3 clusters Score -16318.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Entering Unmasked Estep Score: -42033.640625 Penalty: 318.598083 Iteration 0F: 2 clusters Score -42033.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -41187.707031 Penalty: 637.196167 Iteration 0F: 3 clusters Score -41187.71 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -41461.414062 Penalty: 637.196167 Iteration 1F: 3 clusters Score -41461.41 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -41530.589844 Penalty: 637.196167 Iteration 2F: 3 clusters Score -41530.59 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -41575.425781 Penalty: 637.196167 Iteration 3F: 3 clusters Score -41575.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -41609.652344 Penalty: 637.196167 Iteration 4F: 3 clusters Score -41609.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -41633.148438 Penalty: 637.196167 Iteration 5Q: 3 clusters Score -41633.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -41648.742188 Penalty: 637.196167 Iteration 6Q: 3 clusters Score -41648.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -41666.152344 Penalty: 637.196167 Iteration 7Q: 3 clusters Score -41666.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -41677.128906 Penalty: 637.196167 Iteration 8Q: 3 clusters Score -41677.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -41685.363281 Penalty: 637.196167 Iteration 9Q: 3 clusters Score -41685.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -41692.703125 Penalty: 637.196167 Iteration 10Q: 3 clusters Score -41692.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -41697.550781 Penalty: 637.196167 Iteration 11Q: 3 clusters Score -41697.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -41699.589844 Penalty: 637.196167 Iteration 12Q: 3 clusters Score -41699.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -41702.117188 Penalty: 637.196167 Iteration 13Q: 3 clusters Score -41702.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -41703.464844 Penalty: 637.196167 Iteration 14Q: 3 clusters Score -41703.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -41703.644531 Penalty: 637.196167 Iteration 15Q: 3 clusters Score -41703.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -41704.296875 Penalty: 637.196167 Iteration 16Q: 3 clusters Score -41704.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -41704.296875 Penalty: 637.196167 Iteration 17F: 3 clusters Score -41704.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Entering Unmasked Estep Score: -28548.445312 Penalty: 307.598877 Iteration 0F: 2 clusters Score -28548.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27833.027344 Penalty: 615.197754 Iteration 0F: 3 clusters Score -27833.03 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28062.091797 Penalty: 615.197754 Iteration 1F: 3 clusters Score -28062.09 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -28132.812500 Penalty: 615.197754 Iteration 2F: 3 clusters Score -28132.81 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -28173.980469 Penalty: 615.197754 Iteration 3F: 3 clusters Score -28173.98 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -28201.712891 Penalty: 615.197754 Iteration 4Q: 3 clusters Score -28201.71 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -28222.503906 Penalty: 615.197754 Iteration 5Q: 3 clusters Score -28222.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -28235.105469 Penalty: 615.197754 Iteration 6Q: 3 clusters Score -28235.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28242.494141 Penalty: 615.197754 Iteration 7Q: 3 clusters Score -28242.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -28251.300781 Penalty: 615.197754 Iteration 8Q: 3 clusters Score -28251.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28256.392578 Penalty: 615.197754 Iteration 9Q: 3 clusters Score -28256.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28262.287109 Penalty: 615.197754 Iteration 10Q: 3 clusters Score -28262.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -28270.148438 Penalty: 615.197754 Iteration 11Q: 3 clusters Score -28270.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -28276.919922 Penalty: 615.197754 Iteration 12Q: 3 clusters Score -28276.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -28282.238281 Penalty: 615.197754 Iteration 13Q: 3 clusters Score -28282.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -28286.458984 Penalty: 615.197754 Iteration 14Q: 3 clusters Score -28286.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28289.580078 Penalty: 615.197754 Iteration 15Q: 3 clusters Score -28289.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -28291.244141 Penalty: 615.197754 Iteration 16Q: 3 clusters Score -28291.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -28292.117188 Penalty: 615.197754 Iteration 17Q: 3 clusters Score -28292.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -28292.117188 Penalty: 615.197754 Iteration 18F: 3 clusters Score -28292.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5689.087402 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5689.087 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5731.884277 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5731.884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -5744.826660 Penalty: 472.559082 Iteration 2F: 3 clusters Score -5744.827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -5753.786621 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5753.787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5756.293457 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5756.293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5756.293457 Penalty: 472.559082 Iteration 5F: 3 clusters Score -5756.293 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (2807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Entering Unmasked Estep Score: -116499.632812 Penalty: 361.264160 Iteration 0F: 2 clusters Score -116499.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -114570.898438 Penalty: 722.528320 Iteration 0F: 3 clusters Score -114570.9 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -115233.906250 Penalty: 722.528320 Iteration 1F: 3 clusters Score -115233.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -115306.312500 Penalty: 722.528320 Iteration 2F: 3 clusters Score -115306.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -115360.390625 Penalty: 722.528320 Iteration 3Q: 3 clusters Score -115360.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -115403.460938 Penalty: 722.528320 Iteration 4Q: 3 clusters Score -115403.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -115452.859375 Penalty: 722.528320 Iteration 5Q: 3 clusters Score -115452.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -115510.179688 Penalty: 722.528320 Iteration 6Q: 3 clusters Score -115510.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -115580.851562 Penalty: 722.528320 Iteration 7Q: 3 clusters Score -115580.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -115681.640625 Penalty: 722.528320 Iteration 8F: 3 clusters Score -115681.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -115801.289062 Penalty: 722.528320 Iteration 9F: 3 clusters Score -115801.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -115901.531250 Penalty: 722.528320 Iteration 10Q: 3 clusters Score -115901.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -115982.796875 Penalty: 722.528320 Iteration 11Q: 3 clusters Score -115982.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -116041.937500 Penalty: 722.528320 Iteration 12Q: 3 clusters Score -116041.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -116094.187500 Penalty: 722.528320 Iteration 13Q: 3 clusters Score -116094.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -116124.625000 Penalty: 722.528320 Iteration 14Q: 3 clusters Score -116124.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -116147.546875 Penalty: 722.528320 Iteration 15Q: 3 clusters Score -116147.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -116160.742188 Penalty: 722.528320 Iteration 16Q: 3 clusters Score -116160.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -116170.804688 Penalty: 722.528320 Iteration 17Q: 3 clusters Score -116170.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -116182.218750 Penalty: 722.528320 Iteration 18Q: 3 clusters Score -116182.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -116191.398438 Penalty: 722.528320 Iteration 19Q: 3 clusters Score -116191.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -116193.750000 Penalty: 722.528320 Iteration 20F: 3 clusters Score -116193.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -116194.054688 Penalty: 722.528320 Iteration 21Q: 3 clusters Score -116194.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -116194.085938 Penalty: 722.528320 Iteration 22Q: 3 clusters Score -116194.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -116194.007812 Penalty: 722.528320 Iteration 23Q: 3 clusters Score -116194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -116194.007812 Penalty: 722.528320 Iteration 24F: 3 clusters Score -116194 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Entering Unmasked Estep Score: -283710.343750 Penalty: 403.698151 Iteration 0F: 2 clusters Score -283710.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -278938.812500 Penalty: 807.396301 Iteration 0F: 3 clusters Score -278938.8 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -280900.437500 Penalty: 807.396301 Iteration 1F: 3 clusters Score -280900.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -281201.531250 Penalty: 807.396301 Iteration 2F: 3 clusters Score -281201.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -281552.843750 Penalty: 807.396301 Iteration 3F: 3 clusters Score -281552.8 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -281907.968750 Penalty: 807.396301 Iteration 4F: 3 clusters Score -281908 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -282167.968750 Penalty: 807.396301 Iteration 5F: 3 clusters Score -282168 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -282304.000000 Penalty: 807.396301 Iteration 6Q: 3 clusters Score -282304 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -282392.062500 Penalty: 807.396301 Iteration 7Q: 3 clusters Score -282392.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -282447.843750 Penalty: 807.396301 Iteration 8Q: 3 clusters Score -282447.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -282497.218750 Penalty: 807.396301 Iteration 9Q: 3 clusters Score -282497.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -282548.718750 Penalty: 807.396301 Iteration 10Q: 3 clusters Score -282548.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -282597.781250 Penalty: 807.396301 Iteration 11Q: 3 clusters Score -282597.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -282642.593750 Penalty: 807.396301 Iteration 12Q: 3 clusters Score -282642.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -282674.718750 Penalty: 807.396301 Iteration 13Q: 3 clusters Score -282674.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -282713.437500 Penalty: 807.396301 Iteration 14Q: 3 clusters Score -282713.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -282755.593750 Penalty: 807.396301 Iteration 15Q: 3 clusters Score -282755.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -282793.718750 Penalty: 807.396301 Iteration 16Q: 3 clusters Score -282793.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -282827.093750 Penalty: 807.396301 Iteration 17Q: 3 clusters Score -282827.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -282870.437500 Penalty: 807.396301 Iteration 18Q: 3 clusters Score -282870.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -282912.750000 Penalty: 807.396301 Iteration 19Q: 3 clusters Score -282912.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -282959.968750 Penalty: 807.396301 Iteration 20F: 3 clusters Score -282960 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -283013.531250 Penalty: 807.396301 Iteration 21Q: 3 clusters Score -283013.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -283062.062500 Penalty: 807.396301 Iteration 22Q: 3 clusters Score -283062.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -283105.625000 Penalty: 807.396301 Iteration 23Q: 3 clusters Score -283105.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -283144.750000 Penalty: 807.396301 Iteration 24Q: 3 clusters Score -283144.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -283186.312500 Penalty: 807.396301 Iteration 25Q: 3 clusters Score -283186.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -283228.062500 Penalty: 807.396301 Iteration 26Q: 3 clusters Score -283228.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -283275.812500 Penalty: 807.396301 Iteration 27Q: 3 clusters Score -283275.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -283315.156250 Penalty: 807.396301 Iteration 28Q: 3 clusters Score -283315.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -283342.375000 Penalty: 807.396301 Iteration 29Q: 3 clusters Score -283342.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -283359.656250 Penalty: 807.396301 Iteration 30Q: 3 clusters Score -283359.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -283368.750000 Penalty: 807.396301 Iteration 31Q: 3 clusters Score -283368.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -283380.468750 Penalty: 807.396301 Iteration 32Q: 3 clusters Score -283380.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -283387.906250 Penalty: 807.396301 Iteration 33Q: 3 clusters Score -283387.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -283394.031250 Penalty: 807.396301 Iteration 34Q: 3 clusters Score -283394 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -283401.312500 Penalty: 807.396301 Iteration 35Q: 3 clusters Score -283401.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -283408.718750 Penalty: 807.396301 Iteration 36Q: 3 clusters Score -283408.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -283416.031250 Penalty: 807.396301 Iteration 37Q: 3 clusters Score -283416 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -283424.593750 Penalty: 807.396301 Iteration 38Q: 3 clusters Score -283424.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -283430.656250 Penalty: 807.396301 Iteration 39Q: 3 clusters Score -283430.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -283437.468750 Penalty: 807.396301 Iteration 40F: 3 clusters Score -283437.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -283440.781250 Penalty: 807.396301 Iteration 41Q: 3 clusters Score -283440.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -283445.656250 Penalty: 807.396301 Iteration 42Q: 3 clusters Score -283445.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -283449.000000 Penalty: 807.396301 Iteration 43Q: 3 clusters Score -283449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -283449.531250 Penalty: 807.396301 Iteration 44Q: 3 clusters Score -283449.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -283449.531250 Penalty: 807.396301 Iteration 45F: 3 clusters Score -283449.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Entering Unmasked Estep Score: -51957.941406 Penalty: 333.023712 Iteration 0F: 2 clusters Score -51957.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -50794.570312 Penalty: 666.047424 Iteration 0F: 3 clusters Score -50794.57 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -51127.003906 Penalty: 666.047424 Iteration 1F: 3 clusters Score -51127 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -51211.074219 Penalty: 666.047424 Iteration 2F: 3 clusters Score -51211.07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -51309.574219 Penalty: 666.047424 Iteration 3F: 3 clusters Score -51309.57 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -51443.523438 Penalty: 666.047424 Iteration 4F: 3 clusters Score -51443.52 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -51561.535156 Penalty: 666.047424 Iteration 5F: 3 clusters Score -51561.54 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -51668.316406 Penalty: 666.047424 Iteration 6F: 3 clusters Score -51668.32 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -51734.117188 Penalty: 666.047424 Iteration 7F: 3 clusters Score -51734.12 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -51780.980469 Penalty: 666.047424 Iteration 8Q: 3 clusters Score -51780.98 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -51812.175781 Penalty: 666.047424 Iteration 9Q: 3 clusters Score -51812.18 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -51832.953125 Penalty: 666.047424 Iteration 10Q: 3 clusters Score -51832.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -51839.906250 Penalty: 666.047424 Iteration 11Q: 3 clusters Score -51839.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -51844.218750 Penalty: 666.047424 Iteration 12Q: 3 clusters Score -51844.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -51845.347656 Penalty: 666.047424 Iteration 13Q: 3 clusters Score -51845.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -51846.558594 Penalty: 666.047424 Iteration 14Q: 3 clusters Score -51846.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -51847.890625 Penalty: 666.047424 Iteration 15Q: 3 clusters Score -51847.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -51850.179688 Penalty: 666.047424 Iteration 16Q: 3 clusters Score -51850.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -51852.394531 Penalty: 666.047424 Iteration 17Q: 3 clusters Score -51852.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -51854.289062 Penalty: 666.047424 Iteration 18Q: 3 clusters Score -51854.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -51855.570312 Penalty: 666.047424 Iteration 19Q: 3 clusters Score -51855.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -51856.996094 Penalty: 666.047424 Iteration 20F: 3 clusters Score -51857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -51857.664062 Penalty: 666.047424 Iteration 21Q: 3 clusters Score -51857.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -51858.527344 Penalty: 666.047424 Iteration 22Q: 3 clusters Score -51858.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -51858.984375 Penalty: 666.047424 Iteration 23Q: 3 clusters Score -51858.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -51859.558594 Penalty: 666.047424 Iteration 24Q: 3 clusters Score -51859.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -51860.082031 Penalty: 666.047424 Iteration 25Q: 3 clusters Score -51860.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -51860.226562 Penalty: 666.047424 Iteration 26Q: 3 clusters Score -51860.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -51860.226562 Penalty: 666.047424 Iteration 27F: 3 clusters Score -51860.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Entering Unmasked Estep Score: -29202.464844 Penalty: 302.763947 Iteration 0F: 2 clusters Score -29202.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28519.457031 Penalty: 605.527893 Iteration 0F: 3 clusters Score -28519.46 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -28719.312500 Penalty: 605.527893 Iteration 1F: 3 clusters Score -28719.31 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -28761.912109 Penalty: 605.527893 Iteration 2F: 3 clusters Score -28761.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -28778.748047 Penalty: 605.527893 Iteration 3Q: 3 clusters Score -28778.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -28787.779297 Penalty: 605.527893 Iteration 4Q: 3 clusters Score -28787.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -28799.496094 Penalty: 605.527893 Iteration 5Q: 3 clusters Score -28799.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -28805.560547 Penalty: 605.527893 Iteration 6Q: 3 clusters Score -28805.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28809.958984 Penalty: 605.527893 Iteration 7Q: 3 clusters Score -28809.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -28813.644531 Penalty: 605.527893 Iteration 8Q: 3 clusters Score -28813.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28815.953125 Penalty: 605.527893 Iteration 9Q: 3 clusters Score -28815.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28818.560547 Penalty: 605.527893 Iteration 10Q: 3 clusters Score -28818.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28820.699219 Penalty: 605.527893 Iteration 11Q: 3 clusters Score -28820.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -28822.269531 Penalty: 605.527893 Iteration 12Q: 3 clusters Score -28822.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -28824.222656 Penalty: 605.527893 Iteration 13Q: 3 clusters Score -28824.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -28828.001953 Penalty: 605.527893 Iteration 14Q: 3 clusters Score -28828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -28831.798828 Penalty: 605.527893 Iteration 15Q: 3 clusters Score -28831.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -28836.001953 Penalty: 605.527893 Iteration 16Q: 3 clusters Score -28836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -28840.316406 Penalty: 605.527893 Iteration 17Q: 3 clusters Score -28840.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -28844.062500 Penalty: 605.527893 Iteration 18Q: 3 clusters Score -28844.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -28850.041016 Penalty: 605.527893 Iteration 19Q: 3 clusters Score -28850.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -28853.197266 Penalty: 605.527893 Iteration 20F: 3 clusters Score -28853.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28856.019531 Penalty: 605.527893 Iteration 21Q: 3 clusters Score -28856.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -28857.402344 Penalty: 605.527893 Iteration 22Q: 3 clusters Score -28857.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -28858.195312 Penalty: 605.527893 Iteration 23Q: 3 clusters Score -28858.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -28858.546875 Penalty: 605.527893 Iteration 24Q: 3 clusters Score -28858.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -28858.738281 Penalty: 605.527893 Iteration 25Q: 3 clusters Score -28858.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -28858.738281 Penalty: 605.527893 Iteration 26F: 3 clusters Score -28858.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (33381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33381 members Entering Unmasked Estep Score: -1315596.125000 Penalty: 473.916260 Iteration 0F: 2 clusters Score -1315596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16712 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -1293435.250000 Penalty: 947.832520 Iteration 0F: 3 clusters Score -1293435 nChanged 15985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18021 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1302826.250000 Penalty: 947.832520 Iteration 1F: 3 clusters Score -1302826 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18987 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -1303600.250000 Penalty: 947.832520 Iteration 2F: 3 clusters Score -1303600 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20287 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -1304721.500000 Penalty: 947.832520 Iteration 3F: 3 clusters Score -1304722 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21989 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -1306203.500000 Penalty: 947.832520 Iteration 4F: 3 clusters Score -1306204 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23965 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -1307995.875000 Penalty: 947.832520 Iteration 5F: 3 clusters Score -1307996 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26056 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1310073.625000 Penalty: 947.832520 Iteration 6F: 3 clusters Score -1310074 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1311933.625000 Penalty: 947.832520 Iteration 7F: 3 clusters Score -1311934 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29060 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1313204.625000 Penalty: 947.832520 Iteration 8Q: 3 clusters Score -1313205 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29849 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1313924.500000 Penalty: 947.832520 Iteration 9Q: 3 clusters Score -1313924 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30426 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1314315.375000 Penalty: 947.832520 Iteration 10Q: 3 clusters Score -1314315 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1314540.250000 Penalty: 947.832520 Iteration 11Q: 3 clusters Score -1314540 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31191 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1314704.250000 Penalty: 947.832520 Iteration 12Q: 3 clusters Score -1314704 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31479 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1314828.375000 Penalty: 947.832520 Iteration 13Q: 3 clusters Score -1314828 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31691 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1314907.875000 Penalty: 947.832520 Iteration 14Q: 3 clusters Score -1314908 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31878 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1314964.125000 Penalty: 947.832520 Iteration 15Q: 3 clusters Score -1314964 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32014 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1315002.875000 Penalty: 947.832520 Iteration 16Q: 3 clusters Score -1315003 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32148 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1315047.000000 Penalty: 947.832520 Iteration 17Q: 3 clusters Score -1315047 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32275 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1315093.000000 Penalty: 947.832520 Iteration 18Q: 3 clusters Score -1315093 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32377 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1315138.375000 Penalty: 947.832520 Iteration 19Q: 3 clusters Score -1315138 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32473 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1315168.375000 Penalty: 947.832520 Iteration 20F: 3 clusters Score -1315168 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32557 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1315202.750000 Penalty: 947.832520 Iteration 21Q: 3 clusters Score -1315203 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32622 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1315220.000000 Penalty: 947.832520 Iteration 22Q: 3 clusters Score -1315220 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32684 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1315240.250000 Penalty: 947.832520 Iteration 23Q: 3 clusters Score -1315240 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32728 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1315252.375000 Penalty: 947.832520 Iteration 24Q: 3 clusters Score -1315252 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32768 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1315258.750000 Penalty: 947.832520 Iteration 25Q: 3 clusters Score -1315259 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32805 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1315271.500000 Penalty: 947.832520 Iteration 26Q: 3 clusters Score -1315272 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32832 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1315278.125000 Penalty: 947.832520 Iteration 27Q: 3 clusters Score -1315278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32858 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1315285.500000 Penalty: 947.832520 Iteration 28Q: 3 clusters Score -1315286 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32879 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1315286.250000 Penalty: 947.832520 Iteration 29Q: 3 clusters Score -1315286 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32896 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1315292.000000 Penalty: 947.832520 Iteration 30Q: 3 clusters Score -1315292 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32911 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1315294.125000 Penalty: 947.832520 Iteration 31Q: 3 clusters Score -1315294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32921 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1315295.500000 Penalty: 947.832520 Iteration 32Q: 3 clusters Score -1315296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32926 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1315296.500000 Penalty: 947.832520 Iteration 33Q: 3 clusters Score -1315296 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32932 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1315297.750000 Penalty: 947.832520 Iteration 34Q: 3 clusters Score -1315298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32935 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1315297.000000 Penalty: 947.832520 Iteration 35Q: 3 clusters Score -1315297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32937 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1315299.250000 Penalty: 947.832520 Iteration 36Q: 3 clusters Score -1315299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32942 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1315301.125000 Penalty: 947.832520 Iteration 37Q: 3 clusters Score -1315301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32946 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1315302.375000 Penalty: 947.832520 Iteration 38Q: 3 clusters Score -1315302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32948 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1315303.375000 Penalty: 947.832520 Iteration 39Q: 3 clusters Score -1315303 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32955 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1315309.250000 Penalty: 947.832520 Iteration 40F: 3 clusters Score -1315309 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32957 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1315313.125000 Penalty: 947.832520 Iteration 41Q: 3 clusters Score -1315313 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -1315316.125000 Penalty: 947.832520 Iteration 42Q: 3 clusters Score -1315316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32971 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1315312.875000 Penalty: 947.832520 Iteration 43Q: 3 clusters Score -1315313 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32978 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1315318.500000 Penalty: 947.832520 Iteration 44Q: 3 clusters Score -1315318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32983 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1315318.625000 Penalty: 947.832520 Iteration 45Q: 3 clusters Score -1315319 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32991 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1315318.375000 Penalty: 947.832520 Iteration 46Q: 3 clusters Score -1315318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32997 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1315319.500000 Penalty: 947.832520 Iteration 47Q: 3 clusters Score -1315320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33001 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1315320.125000 Penalty: 947.832520 Iteration 48Q: 3 clusters Score -1315320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1315321.875000 Penalty: 947.832520 Iteration 49Q: 3 clusters Score -1315322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33012 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1315323.625000 Penalty: 947.832520 Iteration 50Q: 3 clusters Score -1315324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33012 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1315322.625000 Penalty: 947.832520 Iteration 51Q: 3 clusters Score -1315323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33014 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1315323.750000 Penalty: 947.832520 Iteration 52Q: 3 clusters Score -1315324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33016 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1315323.375000 Penalty: 947.832520 Iteration 53Q: 3 clusters Score -1315323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33017 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1315324.375000 Penalty: 947.832520 Iteration 54Q: 3 clusters Score -1315324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33019 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1315325.500000 Penalty: 947.832520 Iteration 55Q: 3 clusters Score -1315326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33019 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1315325.500000 Penalty: 947.832520 Iteration 56F: 3 clusters Score -1315326 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -33167.968750 Penalty: 319.661987 Iteration 0F: 2 clusters Score -33167.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -32280.892578 Penalty: 639.323975 Iteration 0F: 3 clusters Score -32280.89 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -32719.257812 Penalty: 639.323975 Iteration 1F: 3 clusters Score -32719.26 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -32808.023438 Penalty: 639.323975 Iteration 2F: 3 clusters Score -32808.02 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -32872.328125 Penalty: 639.323975 Iteration 3F: 3 clusters Score -32872.33 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -32922.617188 Penalty: 639.323975 Iteration 4Q: 3 clusters Score -32922.62 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -32947.933594 Penalty: 639.323975 Iteration 5Q: 3 clusters Score -32947.93 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -32969.578125 Penalty: 639.323975 Iteration 6Q: 3 clusters Score -32969.58 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -32987.625000 Penalty: 639.323975 Iteration 7Q: 3 clusters Score -32987.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -33001.824219 Penalty: 639.323975 Iteration 8Q: 3 clusters Score -33001.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -33009.031250 Penalty: 639.323975 Iteration 9Q: 3 clusters Score -33009.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -33018.554688 Penalty: 639.323975 Iteration 10Q: 3 clusters Score -33018.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -33030.378906 Penalty: 639.323975 Iteration 11Q: 3 clusters Score -33030.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -33038.761719 Penalty: 639.323975 Iteration 12Q: 3 clusters Score -33038.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -33045.707031 Penalty: 639.323975 Iteration 13Q: 3 clusters Score -33045.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -33048.964844 Penalty: 639.323975 Iteration 14Q: 3 clusters Score -33048.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -33051.871094 Penalty: 639.323975 Iteration 15Q: 3 clusters Score -33051.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -33053.796875 Penalty: 639.323975 Iteration 16Q: 3 clusters Score -33053.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -33054.523438 Penalty: 639.323975 Iteration 17Q: 3 clusters Score -33054.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -33055.238281 Penalty: 639.323975 Iteration 18Q: 3 clusters Score -33055.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -33056.035156 Penalty: 639.323975 Iteration 19Q: 3 clusters Score -33056.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -33056.500000 Penalty: 639.323975 Iteration 20F: 3 clusters Score -33056.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -33057.492188 Penalty: 639.323975 Iteration 21Q: 3 clusters Score -33057.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -33058.210938 Penalty: 639.323975 Iteration 22Q: 3 clusters Score -33058.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -33058.539062 Penalty: 639.323975 Iteration 23Q: 3 clusters Score -33058.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -33059.335938 Penalty: 639.323975 Iteration 24Q: 3 clusters Score -33059.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -33060.203125 Penalty: 639.323975 Iteration 25Q: 3 clusters Score -33060.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -33060.835938 Penalty: 639.323975 Iteration 26Q: 3 clusters Score -33060.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -33061.617188 Penalty: 639.323975 Iteration 27Q: 3 clusters Score -33061.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -33061.691406 Penalty: 639.323975 Iteration 28Q: 3 clusters Score -33061.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -33061.691406 Penalty: 639.323975 Iteration 29F: 3 clusters Score -33061.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -29987.806641 Penalty: 303.230621 Iteration 0F: 2 clusters Score -29987.81 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 393 members Entering Unmasked Estep Score: -29321.386719 Penalty: 606.461243 Iteration 0F: 3 clusters Score -29321.39 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -29525.109375 Penalty: 606.461243 Iteration 1F: 3 clusters Score -29525.11 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29556.894531 Penalty: 606.461243 Iteration 2F: 3 clusters Score -29556.89 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29575.945312 Penalty: 606.461243 Iteration 3Q: 3 clusters Score -29575.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29589.949219 Penalty: 606.461243 Iteration 4Q: 3 clusters Score -29589.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29599.318359 Penalty: 606.461243 Iteration 5Q: 3 clusters Score -29599.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29607.898438 Penalty: 606.461243 Iteration 6Q: 3 clusters Score -29607.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -29613.994141 Penalty: 606.461243 Iteration 7Q: 3 clusters Score -29613.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29618.826172 Penalty: 606.461243 Iteration 8Q: 3 clusters Score -29618.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -29621.914062 Penalty: 606.461243 Iteration 9Q: 3 clusters Score -29621.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29624.572266 Penalty: 606.461243 Iteration 10Q: 3 clusters Score -29624.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29627.621094 Penalty: 606.461243 Iteration 11Q: 3 clusters Score -29627.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29630.158203 Penalty: 606.461243 Iteration 12Q: 3 clusters Score -29630.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29631.509766 Penalty: 606.461243 Iteration 13Q: 3 clusters Score -29631.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29635.000000 Penalty: 606.461243 Iteration 14Q: 3 clusters Score -29635 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29637.824219 Penalty: 606.461243 Iteration 15Q: 3 clusters Score -29637.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29640.888672 Penalty: 606.461243 Iteration 16Q: 3 clusters Score -29640.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29644.941406 Penalty: 606.461243 Iteration 17Q: 3 clusters Score -29644.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29649.775391 Penalty: 606.461243 Iteration 18Q: 3 clusters Score -29649.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -29655.306641 Penalty: 606.461243 Iteration 19Q: 3 clusters Score -29655.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29660.529297 Penalty: 606.461243 Iteration 20F: 3 clusters Score -29660.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -29665.236328 Penalty: 606.461243 Iteration 21Q: 3 clusters Score -29665.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -29670.570312 Penalty: 606.461243 Iteration 22Q: 3 clusters Score -29670.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -29673.072266 Penalty: 606.461243 Iteration 23Q: 3 clusters Score -29673.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -29678.037109 Penalty: 606.461243 Iteration 24Q: 3 clusters Score -29678.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -29680.673828 Penalty: 606.461243 Iteration 25Q: 3 clusters Score -29680.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -29682.312500 Penalty: 606.461243 Iteration 26Q: 3 clusters Score -29682.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -29684.429688 Penalty: 606.461243 Iteration 27Q: 3 clusters Score -29684.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -29689.882812 Penalty: 606.461243 Iteration 28Q: 3 clusters Score -29689.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -29694.560547 Penalty: 606.461243 Iteration 29Q: 3 clusters Score -29694.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -29697.248047 Penalty: 606.461243 Iteration 30Q: 3 clusters Score -29697.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29698.910156 Penalty: 606.461243 Iteration 31Q: 3 clusters Score -29698.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -29702.808594 Penalty: 606.461243 Iteration 32Q: 3 clusters Score -29702.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -29710.244141 Penalty: 606.461243 Iteration 33Q: 3 clusters Score -29710.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -29714.238281 Penalty: 606.461243 Iteration 34Q: 3 clusters Score -29714.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -29716.970703 Penalty: 606.461243 Iteration 35Q: 3 clusters Score -29716.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -29722.207031 Penalty: 606.461243 Iteration 36Q: 3 clusters Score -29722.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -29729.191406 Penalty: 606.461243 Iteration 37Q: 3 clusters Score -29729.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -29732.654297 Penalty: 606.461243 Iteration 38Q: 3 clusters Score -29732.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -29733.550781 Penalty: 606.461243 Iteration 39Q: 3 clusters Score -29733.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -29737.335938 Penalty: 606.461243 Iteration 40F: 3 clusters Score -29737.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -29741.707031 Penalty: 606.461243 Iteration 41Q: 3 clusters Score -29741.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29744.423828 Penalty: 606.461243 Iteration 42Q: 3 clusters Score -29744.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29746.353516 Penalty: 606.461243 Iteration 43Q: 3 clusters Score -29746.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -29749.283203 Penalty: 606.461243 Iteration 44Q: 3 clusters Score -29749.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29750.382812 Penalty: 606.461243 Iteration 45Q: 3 clusters Score -29750.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -29750.509766 Penalty: 606.461243 Iteration 46Q: 3 clusters Score -29750.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -29750.509766 Penalty: 606.461243 Iteration 47F: 3 clusters Score -29750.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Entering Unmasked Estep Score: -47182.699219 Penalty: 330.097260 Iteration 0F: 2 clusters Score -47182.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -46150.277344 Penalty: 660.194519 Iteration 0F: 3 clusters Score -46150.28 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -46605.855469 Penalty: 660.194519 Iteration 1F: 3 clusters Score -46605.86 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -46753.375000 Penalty: 660.194519 Iteration 2F: 3 clusters Score -46753.38 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -46849.726562 Penalty: 660.194519 Iteration 3F: 3 clusters Score -46849.73 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -46921.031250 Penalty: 660.194519 Iteration 4F: 3 clusters Score -46921.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -46966.234375 Penalty: 660.194519 Iteration 5Q: 3 clusters Score -46966.23 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -47014.386719 Penalty: 660.194519 Iteration 6Q: 3 clusters Score -47014.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47044.250000 Penalty: 660.194519 Iteration 7Q: 3 clusters Score -47044.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -47054.945312 Penalty: 660.194519 Iteration 8Q: 3 clusters Score -47054.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -47063.140625 Penalty: 660.194519 Iteration 9Q: 3 clusters Score -47063.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -47066.125000 Penalty: 660.194519 Iteration 10Q: 3 clusters Score -47066.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -47069.089844 Penalty: 660.194519 Iteration 11Q: 3 clusters Score -47069.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -47069.960938 Penalty: 660.194519 Iteration 12Q: 3 clusters Score -47069.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -47071.804688 Penalty: 660.194519 Iteration 13Q: 3 clusters Score -47071.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -47074.699219 Penalty: 660.194519 Iteration 14Q: 3 clusters Score -47074.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -47075.847656 Penalty: 660.194519 Iteration 15Q: 3 clusters Score -47075.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -47076.246094 Penalty: 660.194519 Iteration 16Q: 3 clusters Score -47076.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -47076.628906 Penalty: 660.194519 Iteration 17Q: 3 clusters Score -47076.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -47076.726562 Penalty: 660.194519 Iteration 18Q: 3 clusters Score -47076.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -47076.726562 Penalty: 660.194519 Iteration 19F: 3 clusters Score -47076.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -25664.306641 Penalty: 312.064697 Iteration 0F: 2 clusters Score -25664.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -24890.773438 Penalty: 624.129395 Iteration 0F: 3 clusters Score -24890.77 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -25116.005859 Penalty: 624.129395 Iteration 1F: 3 clusters Score -25116.01 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -25169.644531 Penalty: 624.129395 Iteration 2F: 3 clusters Score -25169.64 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -25211.722656 Penalty: 624.129395 Iteration 3F: 3 clusters Score -25211.72 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -25241.796875 Penalty: 624.129395 Iteration 4Q: 3 clusters Score -25241.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -25265.070312 Penalty: 624.129395 Iteration 5Q: 3 clusters Score -25265.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -25281.535156 Penalty: 624.129395 Iteration 6Q: 3 clusters Score -25281.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -25305.656250 Penalty: 624.129395 Iteration 7Q: 3 clusters Score -25305.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -25338.054688 Penalty: 624.129395 Iteration 8Q: 3 clusters Score -25338.05 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -25370.441406 Penalty: 624.129395 Iteration 9Q: 3 clusters Score -25370.44 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -25398.283203 Penalty: 624.129395 Iteration 10Q: 3 clusters Score -25398.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -25411.474609 Penalty: 624.129395 Iteration 11Q: 3 clusters Score -25411.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -25416.802734 Penalty: 624.129395 Iteration 12Q: 3 clusters Score -25416.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25423.103516 Penalty: 624.129395 Iteration 13Q: 3 clusters Score -25423.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -25426.455078 Penalty: 624.129395 Iteration 14Q: 3 clusters Score -25426.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -25427.300781 Penalty: 624.129395 Iteration 15Q: 3 clusters Score -25427.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -25427.300781 Penalty: 624.129395 Iteration 16F: 3 clusters Score -25427.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -32509.953125 Penalty: 302.997894 Iteration 0F: 2 clusters Score -32509.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -31829.369141 Penalty: 605.995789 Iteration 0F: 3 clusters Score -31829.37 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -32003.708984 Penalty: 605.995789 Iteration 1F: 3 clusters Score -32003.71 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -32050.781250 Penalty: 605.995789 Iteration 2F: 3 clusters Score -32050.78 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -32081.810547 Penalty: 605.995789 Iteration 3F: 3 clusters Score -32081.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -32109.669922 Penalty: 605.995789 Iteration 4Q: 3 clusters Score -32109.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -32132.740234 Penalty: 605.995789 Iteration 5Q: 3 clusters Score -32132.74 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -32149.011719 Penalty: 605.995789 Iteration 6Q: 3 clusters Score -32149.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -32162.537109 Penalty: 605.995789 Iteration 7Q: 3 clusters Score -32162.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -32174.966797 Penalty: 605.995789 Iteration 8Q: 3 clusters Score -32174.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -32189.125000 Penalty: 605.995789 Iteration 9Q: 3 clusters Score -32189.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32202.488281 Penalty: 605.995789 Iteration 10Q: 3 clusters Score -32202.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -32211.265625 Penalty: 605.995789 Iteration 11Q: 3 clusters Score -32211.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32214.292969 Penalty: 605.995789 Iteration 12Q: 3 clusters Score -32214.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32218.296875 Penalty: 605.995789 Iteration 13Q: 3 clusters Score -32218.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -32218.476562 Penalty: 605.995789 Iteration 14Q: 3 clusters Score -32218.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -32218.476562 Penalty: 605.995789 Iteration 15F: 3 clusters Score -32218.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Entering Unmasked Estep Score: -25213.234375 Penalty: 292.625580 Iteration 0F: 2 clusters Score -25213.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24650.595703 Penalty: 585.251160 Iteration 0F: 3 clusters Score -24650.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -24792.814453 Penalty: 585.251160 Iteration 1F: 3 clusters Score -24792.81 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -24827.201172 Penalty: 585.251160 Iteration 2F: 3 clusters Score -24827.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -24862.498047 Penalty: 585.251160 Iteration 3Q: 3 clusters Score -24862.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -24898.175781 Penalty: 585.251160 Iteration 4Q: 3 clusters Score -24898.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -24924.242188 Penalty: 585.251160 Iteration 5Q: 3 clusters Score -24924.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -24938.554688 Penalty: 585.251160 Iteration 6Q: 3 clusters Score -24938.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -24952.851562 Penalty: 585.251160 Iteration 7Q: 3 clusters Score -24952.85 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -24962.257812 Penalty: 585.251160 Iteration 8Q: 3 clusters Score -24962.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -24966.847656 Penalty: 585.251160 Iteration 9Q: 3 clusters Score -24966.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -24970.154297 Penalty: 585.251160 Iteration 10Q: 3 clusters Score -24970.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -24973.953125 Penalty: 585.251160 Iteration 11Q: 3 clusters Score -24973.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -24975.599609 Penalty: 585.251160 Iteration 12Q: 3 clusters Score -24975.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -24976.511719 Penalty: 585.251160 Iteration 13Q: 3 clusters Score -24976.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -24978.095703 Penalty: 585.251160 Iteration 14Q: 3 clusters Score -24978.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -24979.021484 Penalty: 585.251160 Iteration 15Q: 3 clusters Score -24979.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -24979.021484 Penalty: 585.251160 Iteration 16F: 3 clusters Score -24979.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (7232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Entering Unmasked Estep Score: -251162.125000 Penalty: 404.325317 Iteration 0F: 2 clusters Score -251162.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -246327.906250 Penalty: 808.650635 Iteration 0F: 3 clusters Score -246327.9 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -248354.312500 Penalty: 808.650635 Iteration 1F: 3 clusters Score -248354.3 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -248892.515625 Penalty: 808.650635 Iteration 2F: 3 clusters Score -248892.5 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -249425.687500 Penalty: 808.650635 Iteration 3F: 3 clusters Score -249425.7 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -249841.734375 Penalty: 808.650635 Iteration 4F: 3 clusters Score -249841.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -250168.625000 Penalty: 808.650635 Iteration 5F: 3 clusters Score -250168.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -250376.125000 Penalty: 808.650635 Iteration 6Q: 3 clusters Score -250376.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -250490.187500 Penalty: 808.650635 Iteration 7Q: 3 clusters Score -250490.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -250539.765625 Penalty: 808.650635 Iteration 8Q: 3 clusters Score -250539.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -250575.890625 Penalty: 808.650635 Iteration 9Q: 3 clusters Score -250575.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -250611.312500 Penalty: 808.650635 Iteration 10Q: 3 clusters Score -250611.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -250644.812500 Penalty: 808.650635 Iteration 11Q: 3 clusters Score -250644.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -250678.062500 Penalty: 808.650635 Iteration 12Q: 3 clusters Score -250678.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -250707.515625 Penalty: 808.650635 Iteration 13Q: 3 clusters Score -250707.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -250722.703125 Penalty: 808.650635 Iteration 14Q: 3 clusters Score -250722.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -250730.187500 Penalty: 808.650635 Iteration 15Q: 3 clusters Score -250730.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -250736.375000 Penalty: 808.650635 Iteration 16Q: 3 clusters Score -250736.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -250745.359375 Penalty: 808.650635 Iteration 17Q: 3 clusters Score -250745.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -250751.078125 Penalty: 808.650635 Iteration 18Q: 3 clusters Score -250751.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -250757.328125 Penalty: 808.650635 Iteration 19Q: 3 clusters Score -250757.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -250765.593750 Penalty: 808.650635 Iteration 20F: 3 clusters Score -250765.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -250774.375000 Penalty: 808.650635 Iteration 21Q: 3 clusters Score -250774.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -250781.359375 Penalty: 808.650635 Iteration 22Q: 3 clusters Score -250781.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -250788.937500 Penalty: 808.650635 Iteration 23Q: 3 clusters Score -250788.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -250794.203125 Penalty: 808.650635 Iteration 24Q: 3 clusters Score -250794.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -250798.218750 Penalty: 808.650635 Iteration 25Q: 3 clusters Score -250798.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -250800.359375 Penalty: 808.650635 Iteration 26Q: 3 clusters Score -250800.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -250801.421875 Penalty: 808.650635 Iteration 27Q: 3 clusters Score -250801.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -250802.734375 Penalty: 808.650635 Iteration 28Q: 3 clusters Score -250802.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -250804.968750 Penalty: 808.650635 Iteration 29Q: 3 clusters Score -250805 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -250806.859375 Penalty: 808.650635 Iteration 30Q: 3 clusters Score -250806.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -250808.984375 Penalty: 808.650635 Iteration 31Q: 3 clusters Score -250809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -250809.453125 Penalty: 808.650635 Iteration 32Q: 3 clusters Score -250809.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -250809.281250 Penalty: 808.650635 Iteration 33Q: 3 clusters Score -250809.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -250809.953125 Penalty: 808.650635 Iteration 34Q: 3 clusters Score -250810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -250810.453125 Penalty: 808.650635 Iteration 35Q: 3 clusters Score -250810.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -250811.062500 Penalty: 808.650635 Iteration 36Q: 3 clusters Score -250811.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -250811.953125 Penalty: 808.650635 Iteration 37Q: 3 clusters Score -250812 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -250813.484375 Penalty: 808.650635 Iteration 38Q: 3 clusters Score -250813.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -250815.000000 Penalty: 808.650635 Iteration 39Q: 3 clusters Score -250815 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -250817.578125 Penalty: 808.650635 Iteration 40F: 3 clusters Score -250817.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -250818.500000 Penalty: 808.650635 Iteration 41Q: 3 clusters Score -250818.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -250818.265625 Penalty: 808.650635 Iteration 42Q: 3 clusters Score -250818.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -250818.828125 Penalty: 808.650635 Iteration 43Q: 3 clusters Score -250818.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -250818.843750 Penalty: 808.650635 Iteration 44Q: 3 clusters Score -250818.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -250820.125000 Penalty: 808.650635 Iteration 45Q: 3 clusters Score -250820.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -250822.421875 Penalty: 808.650635 Iteration 46Q: 3 clusters Score -250822.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -250825.156250 Penalty: 808.650635 Iteration 47Q: 3 clusters Score -250825.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -250828.500000 Penalty: 808.650635 Iteration 48Q: 3 clusters Score -250828.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -250831.265625 Penalty: 808.650635 Iteration 49Q: 3 clusters Score -250831.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -250832.734375 Penalty: 808.650635 Iteration 50Q: 3 clusters Score -250832.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -250834.765625 Penalty: 808.650635 Iteration 51Q: 3 clusters Score -250834.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -250837.015625 Penalty: 808.650635 Iteration 52Q: 3 clusters Score -250837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -250839.265625 Penalty: 808.650635 Iteration 53Q: 3 clusters Score -250839.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -250840.328125 Penalty: 808.650635 Iteration 54Q: 3 clusters Score -250840.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -250842.750000 Penalty: 808.650635 Iteration 55Q: 3 clusters Score -250842.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -250845.828125 Penalty: 808.650635 Iteration 56Q: 3 clusters Score -250845.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -250848.390625 Penalty: 808.650635 Iteration 57Q: 3 clusters Score -250848.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -250850.312500 Penalty: 808.650635 Iteration 58Q: 3 clusters Score -250850.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -250852.734375 Penalty: 808.650635 Iteration 59Q: 3 clusters Score -250852.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -250856.656250 Penalty: 808.650635 Iteration 60F: 3 clusters Score -250856.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -250858.562500 Penalty: 808.650635 Iteration 61Q: 3 clusters Score -250858.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -250858.921875 Penalty: 808.650635 Iteration 62Q: 3 clusters Score -250858.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -250859.328125 Penalty: 808.650635 Iteration 63Q: 3 clusters Score -250859.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -250859.609375 Penalty: 808.650635 Iteration 64Q: 3 clusters Score -250859.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -250859.609375 Penalty: 808.650635 Iteration 65F: 3 clusters Score -250859.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 43 (13912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Entering Unmasked Estep Score: -560068.187500 Penalty: 434.093079 Iteration 0F: 2 clusters Score -560068.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -550891.750000 Penalty: 868.186157 Iteration 0F: 3 clusters Score -550891.8 nChanged 6512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -555142.562500 Penalty: 868.186157 Iteration 1F: 3 clusters Score -555142.6 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -555823.500000 Penalty: 868.186157 Iteration 2F: 3 clusters Score -555823.5 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -556701.000000 Penalty: 868.186157 Iteration 3F: 3 clusters Score -556701 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -557560.750000 Penalty: 868.186157 Iteration 4F: 3 clusters Score -557560.8 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -558236.375000 Penalty: 868.186157 Iteration 5F: 3 clusters Score -558236.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -558587.250000 Penalty: 868.186157 Iteration 6Q: 3 clusters Score -558587.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -558745.750000 Penalty: 868.186157 Iteration 7Q: 3 clusters Score -558745.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -558860.250000 Penalty: 868.186157 Iteration 8Q: 3 clusters Score -558860.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -558964.812500 Penalty: 868.186157 Iteration 9Q: 3 clusters Score -558964.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -559065.062500 Penalty: 868.186157 Iteration 10Q: 3 clusters Score -559065.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -559172.437500 Penalty: 868.186157 Iteration 11Q: 3 clusters Score -559172.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -559280.875000 Penalty: 868.186157 Iteration 12Q: 3 clusters Score -559280.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -559370.500000 Penalty: 868.186157 Iteration 13Q: 3 clusters Score -559370.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -559440.937500 Penalty: 868.186157 Iteration 14Q: 3 clusters Score -559440.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -559480.937500 Penalty: 868.186157 Iteration 15Q: 3 clusters Score -559480.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -559527.875000 Penalty: 868.186157 Iteration 16Q: 3 clusters Score -559527.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -559563.312500 Penalty: 868.186157 Iteration 17Q: 3 clusters Score -559563.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -559584.250000 Penalty: 868.186157 Iteration 18Q: 3 clusters Score -559584.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -559605.312500 Penalty: 868.186157 Iteration 19Q: 3 clusters Score -559605.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -559626.000000 Penalty: 868.186157 Iteration 20F: 3 clusters Score -559626 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -559640.000000 Penalty: 868.186157 Iteration 21Q: 3 clusters Score -559640 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -559650.250000 Penalty: 868.186157 Iteration 22Q: 3 clusters Score -559650.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -559658.875000 Penalty: 868.186157 Iteration 23Q: 3 clusters Score -559658.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -559668.750000 Penalty: 868.186157 Iteration 24Q: 3 clusters Score -559668.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -559676.875000 Penalty: 868.186157 Iteration 25Q: 3 clusters Score -559676.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -559687.437500 Penalty: 868.186157 Iteration 26Q: 3 clusters Score -559687.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -559692.625000 Penalty: 868.186157 Iteration 27Q: 3 clusters Score -559692.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -559698.875000 Penalty: 868.186157 Iteration 28Q: 3 clusters Score -559698.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 13219 members Entering Unmasked Estep Score: -559704.062500 Penalty: 868.186157 Iteration 29Q: 3 clusters Score -559704.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -559709.125000 Penalty: 868.186157 Iteration 30Q: 3 clusters Score -559709.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -559710.875000 Penalty: 868.186157 Iteration 31Q: 3 clusters Score -559710.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -559713.562500 Penalty: 868.186157 Iteration 32Q: 3 clusters Score -559713.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -559712.875000 Penalty: 868.186157 Iteration 33Q: 3 clusters Score -559712.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -559715.625000 Penalty: 868.186157 Iteration 34Q: 3 clusters Score -559715.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -559716.375000 Penalty: 868.186157 Iteration 35Q: 3 clusters Score -559716.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -559716.375000 Penalty: 868.186157 Iteration 36Q: 3 clusters Score -559716.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -559717.562500 Penalty: 868.186157 Iteration 37Q: 3 clusters Score -559717.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -559716.625000 Penalty: 868.186157 Iteration 38Q: 3 clusters Score -559716.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -559717.937500 Penalty: 868.186157 Iteration 39Q: 3 clusters Score -559717.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -559718.125000 Penalty: 868.186157 Iteration 40F: 3 clusters Score -559718.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -559719.625000 Penalty: 868.186157 Iteration 41Q: 3 clusters Score -559719.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -559719.625000 Penalty: 868.186157 Iteration 42F: 3 clusters Score -559719.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (3064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Entering Unmasked Estep Score: -121919.898438 Penalty: 365.250183 Iteration 0F: 2 clusters Score -121919.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -119832.468750 Penalty: 730.500366 Iteration 0F: 3 clusters Score -119832.5 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -120675.460938 Penalty: 730.500366 Iteration 1F: 3 clusters Score -120675.5 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -120817.687500 Penalty: 730.500366 Iteration 2F: 3 clusters Score -120817.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -120979.945312 Penalty: 730.500366 Iteration 3F: 3 clusters Score -120979.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -121146.421875 Penalty: 730.500366 Iteration 4F: 3 clusters Score -121146.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -121292.164062 Penalty: 730.500366 Iteration 5F: 3 clusters Score -121292.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -121404.304688 Penalty: 730.500366 Iteration 6Q: 3 clusters Score -121404.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -121485.117188 Penalty: 730.500366 Iteration 7Q: 3 clusters Score -121485.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -121541.148438 Penalty: 730.500366 Iteration 8Q: 3 clusters Score -121541.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -121588.156250 Penalty: 730.500366 Iteration 9Q: 3 clusters Score -121588.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -121621.851562 Penalty: 730.500366 Iteration 10Q: 3 clusters Score -121621.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -121642.117188 Penalty: 730.500366 Iteration 11Q: 3 clusters Score -121642.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -121658.367188 Penalty: 730.500366 Iteration 12Q: 3 clusters Score -121658.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -121668.414062 Penalty: 730.500366 Iteration 13Q: 3 clusters Score -121668.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -121673.367188 Penalty: 730.500366 Iteration 14Q: 3 clusters Score -121673.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -121677.179688 Penalty: 730.500366 Iteration 15Q: 3 clusters Score -121677.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -121683.367188 Penalty: 730.500366 Iteration 16Q: 3 clusters Score -121683.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -121691.492188 Penalty: 730.500366 Iteration 17Q: 3 clusters Score -121691.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -121698.710938 Penalty: 730.500366 Iteration 18Q: 3 clusters Score -121698.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -121700.554688 Penalty: 730.500366 Iteration 19Q: 3 clusters Score -121700.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -121700.554688 Penalty: 730.500366 Iteration 20F: 3 clusters Score -121700.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Entering Unmasked Estep Score: -2681.220459 Penalty: 217.066162 Iteration 0F: 2 clusters Score -2681.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -2470.054443 Penalty: 434.132324 Iteration 0F: 3 clusters Score -2470.054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -2543.587646 Penalty: 434.132324 Iteration 1F: 3 clusters Score -2543.588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -2562.432129 Penalty: 434.132324 Iteration 2F: 3 clusters Score -2562.432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2568.493164 Penalty: 434.132324 Iteration 3Q: 3 clusters Score -2568.493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2570.190430 Penalty: 434.132324 Iteration 4Q: 3 clusters Score -2570.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -2571.056152 Penalty: 434.132324 Iteration 5Q: 3 clusters Score -2571.056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -2572.538574 Penalty: 434.132324 Iteration 6Q: 3 clusters Score -2572.539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -2572.538574 Penalty: 434.132324 Iteration 7F: 3 clusters Score -2572.539 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -114366.125000 Penalty: 362.369080 Iteration 0F: 2 clusters Score -114366.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -112358.726562 Penalty: 724.738159 Iteration 0F: 3 clusters Score -112358.7 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -113120.757812 Penalty: 724.738159 Iteration 1F: 3 clusters Score -113120.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -113221.515625 Penalty: 724.738159 Iteration 2F: 3 clusters Score -113221.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -113302.687500 Penalty: 724.738159 Iteration 3F: 3 clusters Score -113302.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -113386.015625 Penalty: 724.738159 Iteration 4Q: 3 clusters Score -113386 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -113480.039062 Penalty: 724.738159 Iteration 5Q: 3 clusters Score -113480 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -113598.281250 Penalty: 724.738159 Iteration 6Q: 3 clusters Score -113598.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -113709.234375 Penalty: 724.738159 Iteration 7Q: 3 clusters Score -113709.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -113765.812500 Penalty: 724.738159 Iteration 8Q: 3 clusters Score -113765.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -113809.359375 Penalty: 724.738159 Iteration 9Q: 3 clusters Score -113809.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -113841.710938 Penalty: 724.738159 Iteration 10Q: 3 clusters Score -113841.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -113872.382812 Penalty: 724.738159 Iteration 11Q: 3 clusters Score -113872.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -113892.875000 Penalty: 724.738159 Iteration 12Q: 3 clusters Score -113892.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -113914.203125 Penalty: 724.738159 Iteration 13Q: 3 clusters Score -113914.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -113933.679688 Penalty: 724.738159 Iteration 14Q: 3 clusters Score -113933.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -113946.757812 Penalty: 724.738159 Iteration 15Q: 3 clusters Score -113946.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -113954.929688 Penalty: 724.738159 Iteration 16Q: 3 clusters Score -113954.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -113958.492188 Penalty: 724.738159 Iteration 17Q: 3 clusters Score -113958.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -113960.890625 Penalty: 724.738159 Iteration 18Q: 3 clusters Score -113960.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -113963.101562 Penalty: 724.738159 Iteration 19Q: 3 clusters Score -113963.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -113965.515625 Penalty: 724.738159 Iteration 20F: 3 clusters Score -113965.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -113966.546875 Penalty: 724.738159 Iteration 21Q: 3 clusters Score -113966.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -113967.109375 Penalty: 724.738159 Iteration 22Q: 3 clusters Score -113967.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -113967.992188 Penalty: 724.738159 Iteration 23Q: 3 clusters Score -113968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -113969.125000 Penalty: 724.738159 Iteration 24Q: 3 clusters Score -113969.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -113969.765625 Penalty: 724.738159 Iteration 25Q: 3 clusters Score -113969.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -113970.609375 Penalty: 724.738159 Iteration 26Q: 3 clusters Score -113970.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -113970.679688 Penalty: 724.738159 Iteration 27Q: 3 clusters Score -113970.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -113970.679688 Penalty: 724.738159 Iteration 28F: 3 clusters Score -113970.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (1854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Entering Unmasked Estep Score: -70732.250000 Penalty: 342.392090 Iteration 0F: 2 clusters Score -70732.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -69348.625000 Penalty: 684.784180 Iteration 0F: 3 clusters Score -69348.62 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -69856.726562 Penalty: 684.784180 Iteration 1F: 3 clusters Score -69856.73 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -70022.992188 Penalty: 684.784180 Iteration 2F: 3 clusters Score -70022.99 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -70169.593750 Penalty: 684.784180 Iteration 3F: 3 clusters Score -70169.59 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -70256.015625 Penalty: 684.784180 Iteration 4F: 3 clusters Score -70256.02 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -70314.796875 Penalty: 684.784180 Iteration 5Q: 3 clusters Score -70314.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -70336.632812 Penalty: 684.784180 Iteration 6Q: 3 clusters Score -70336.63 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -70349.531250 Penalty: 684.784180 Iteration 7Q: 3 clusters Score -70349.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -70354.101562 Penalty: 684.784180 Iteration 8Q: 3 clusters Score -70354.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -70358.789062 Penalty: 684.784180 Iteration 9Q: 3 clusters Score -70358.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -70360.710938 Penalty: 684.784180 Iteration 10Q: 3 clusters Score -70360.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -70360.882812 Penalty: 684.784180 Iteration 11Q: 3 clusters Score -70360.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -70361.492188 Penalty: 684.784180 Iteration 12Q: 3 clusters Score -70361.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -70361.984375 Penalty: 684.784180 Iteration 13Q: 3 clusters Score -70361.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -70362.835938 Penalty: 684.784180 Iteration 14Q: 3 clusters Score -70362.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -70364.976562 Penalty: 684.784180 Iteration 15Q: 3 clusters Score -70364.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -70365.882812 Penalty: 684.784180 Iteration 16Q: 3 clusters Score -70365.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -70366.257812 Penalty: 684.784180 Iteration 17Q: 3 clusters Score -70366.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -70366.718750 Penalty: 684.784180 Iteration 18Q: 3 clusters Score -70366.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -70366.945312 Penalty: 684.784180 Iteration 19Q: 3 clusters Score -70366.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -70367.140625 Penalty: 684.784180 Iteration 20F: 3 clusters Score -70367.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -70367.500000 Penalty: 684.784180 Iteration 21Q: 3 clusters Score -70367.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -70368.203125 Penalty: 684.784180 Iteration 22Q: 3 clusters Score -70368.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -70368.484375 Penalty: 684.784180 Iteration 23Q: 3 clusters Score -70368.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -70368.820312 Penalty: 684.784180 Iteration 24Q: 3 clusters Score -70368.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -70369.015625 Penalty: 684.784180 Iteration 25Q: 3 clusters Score -70369.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -70369.015625 Penalty: 684.784180 Iteration 26F: 3 clusters Score -70369.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11400 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12880 members Mstep: Class 11 contains 34189 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87398 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17502 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7133 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7232 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469511.000000 Penalty: 27552.666016 Iteration 239Q: 48 clusters Score -1.446951e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54727 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11400 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87398 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17501 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7134 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7232 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469508.000000 Penalty: 27552.666016 Iteration 240F: 48 clusters Score -1.446951e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54731 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11394 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8138 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87399 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17501 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7135 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7232 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469512.000000 Penalty: 27552.666016 Iteration 241Q: 48 clusters Score -1.446951e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54734 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11390 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9162 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87400 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17500 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7138 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7231 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469514.000000 Penalty: 27552.666016 Iteration 242Q: 48 clusters Score -1.446951e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54736 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11389 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87400 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17500 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7230 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469513.000000 Penalty: 27552.666016 Iteration 243Q: 48 clusters Score -1.446951e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54739 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11388 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87399 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17500 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7229 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469506.000000 Penalty: 27552.666016 Iteration 244Q: 48 clusters Score -1.446951e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54740 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11392 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87397 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17499 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7139 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7227 members Mstep: Class 43 contains 13911 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469502.000000 Penalty: 27552.666016 Iteration 245Q: 48 clusters Score -1.44695e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54741 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11392 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87396 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17499 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7225 members Mstep: Class 43 contains 13912 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469503.000000 Penalty: 27552.666016 Iteration 246Q: 48 clusters Score -1.44695e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54743 members Mstep: Class 2 contains 7791 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11393 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87395 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17498 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7223 members Mstep: Class 43 contains 13913 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469503.000000 Penalty: 27552.666016 Iteration 247Q: 48 clusters Score -1.44695e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54741 members Mstep: Class 2 contains 7790 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11395 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87395 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17498 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7223 members Mstep: Class 43 contains 13914 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469504.000000 Penalty: 27552.666016 Iteration 248Q: 48 clusters Score -1.44695e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54741 members Mstep: Class 2 contains 7790 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11395 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87395 members Mstep: Class 17 contains 2111 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17498 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7223 members Mstep: Class 43 contains 13914 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Entering Unmasked Estep ConsiderDeletion Score: -14469504.000000 Penalty: 27552.666016 Iteration 249F: 48 clusters Score -1.44695e+07 nChanged 0 Entering ConstructFrom: Score: -14469504.000000 Penalty: 27552.666016 Entering ConstructFrom: Trying to split cluster 1 (54741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54741 members Entering Unmasked Estep Score: -2149912.750000 Penalty: 496.421753 Iteration 0F: 2 clusters Score -2149913 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27274 members Mstep: Class 2 contains 27467 members Entering Unmasked Estep Score: -2113149.500000 Penalty: 992.843506 Iteration 0F: 3 clusters Score -2113150 nChanged 26463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26763 members Mstep: Class 2 contains 27978 members Entering Unmasked Estep Score: -2130521.250000 Penalty: 992.843506 Iteration 1F: 3 clusters Score -2130521 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26520 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -2132366.250000 Penalty: 992.843506 Iteration 2F: 3 clusters Score -2132366 nChanged 3543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26075 members Mstep: Class 2 contains 28666 members Entering Unmasked Estep Score: -2134546.750000 Penalty: 992.843506 Iteration 3F: 3 clusters Score -2134547 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25384 members Mstep: Class 2 contains 29357 members Entering Unmasked Estep Score: -2136677.000000 Penalty: 992.843506 Iteration 4F: 3 clusters Score -2136677 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24663 members Mstep: Class 2 contains 30078 members Entering Unmasked Estep Score: -2138568.000000 Penalty: 992.843506 Iteration 5F: 3 clusters Score -2138568 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24058 members Mstep: Class 2 contains 30683 members Entering Unmasked Estep Score: -2139903.250000 Penalty: 992.843506 Iteration 6Q: 3 clusters Score -2139903 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 31225 members Entering Unmasked Estep Score: -2140614.250000 Penalty: 992.843506 Iteration 7Q: 3 clusters Score -2140614 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23106 members Mstep: Class 2 contains 31635 members Entering Unmasked Estep Score: -2140927.500000 Penalty: 992.843506 Iteration 8Q: 3 clusters Score -2140928 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 32088 members Entering Unmasked Estep Score: -2141104.000000 Penalty: 992.843506 Iteration 9Q: 3 clusters Score -2141104 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22216 members Mstep: Class 2 contains 32525 members Entering Unmasked Estep Score: -2141207.250000 Penalty: 992.843506 Iteration 10Q: 3 clusters Score -2141207 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 32975 members Entering Unmasked Estep Score: -2141307.000000 Penalty: 992.843506 Iteration 11Q: 3 clusters Score -2141307 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21275 members Mstep: Class 2 contains 33466 members Entering Unmasked Estep Score: -2141388.750000 Penalty: 992.843506 Iteration 12Q: 3 clusters Score -2141389 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20747 members Mstep: Class 2 contains 33994 members Entering Unmasked Estep Score: -2141486.000000 Penalty: 992.843506 Iteration 13Q: 3 clusters Score -2141486 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20166 members Mstep: Class 2 contains 34575 members Entering Unmasked Estep Score: -2141609.750000 Penalty: 992.843506 Iteration 14Q: 3 clusters Score -2141610 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19545 members Mstep: Class 2 contains 35196 members Entering Unmasked Estep Score: -2141727.250000 Penalty: 992.843506 Iteration 15Q: 3 clusters Score -2141727 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 35823 members Entering Unmasked Estep Score: -2141882.250000 Penalty: 992.843506 Iteration 16Q: 3 clusters Score -2141882 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -2142036.750000 Penalty: 992.843506 Iteration 17Q: 3 clusters Score -2142037 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17464 members Mstep: Class 2 contains 37277 members Entering Unmasked Estep Score: -2142220.250000 Penalty: 992.843506 Iteration 18Q: 3 clusters Score -2142220 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 38086 members Entering Unmasked Estep Score: -2142444.250000 Penalty: 992.843506 Iteration 19Q: 3 clusters Score -2142444 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 38939 members Entering Unmasked Estep Score: -2142670.250000 Penalty: 992.843506 Iteration 20F: 3 clusters Score -2142670 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14904 members Mstep: Class 2 contains 39837 members Entering Unmasked Estep Score: -2142931.250000 Penalty: 992.843506 Iteration 21Q: 3 clusters Score -2142931 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 40809 members Entering Unmasked Estep Score: -2143236.500000 Penalty: 992.843506 Iteration 22Q: 3 clusters Score -2143236 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 41813 members Entering Unmasked Estep Score: -2143561.250000 Penalty: 992.843506 Iteration 23Q: 3 clusters Score -2143561 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 42833 members Entering Unmasked Estep Score: -2143898.750000 Penalty: 992.843506 Iteration 24Q: 3 clusters Score -2143899 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 43838 members Entering Unmasked Estep Score: -2144243.750000 Penalty: 992.843506 Iteration 25Q: 3 clusters Score -2144244 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 44872 members Entering Unmasked Estep Score: -2144630.750000 Penalty: 992.843506 Iteration 26Q: 3 clusters Score -2144631 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 45900 members Entering Unmasked Estep Score: -2145052.500000 Penalty: 992.843506 Iteration 27Q: 3 clusters Score -2145052 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 46996 members Entering Unmasked Estep Score: -2145550.500000 Penalty: 992.843506 Iteration 28Q: 3 clusters Score -2145550 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 48058 members Entering Unmasked Estep Score: -2146060.500000 Penalty: 992.843506 Iteration 29Q: 3 clusters Score -2146060 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 49060 members Entering Unmasked Estep Score: -2146569.250000 Penalty: 992.843506 Iteration 30Q: 3 clusters Score -2146569 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 49967 members Entering Unmasked Estep Score: -2147048.000000 Penalty: 992.843506 Iteration 31Q: 3 clusters Score -2147048 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 50763 members Entering Unmasked Estep Score: -2147476.500000 Penalty: 992.843506 Iteration 32Q: 3 clusters Score -2147476 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 51501 members Entering Unmasked Estep Score: -2147896.500000 Penalty: 992.843506 Iteration 33Q: 3 clusters Score -2147896 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 52114 members Entering Unmasked Estep Score: -2148265.250000 Penalty: 992.843506 Iteration 34Q: 3 clusters Score -2148265 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 52614 members Entering Unmasked Estep Score: -2148584.500000 Penalty: 992.843506 Iteration 35Q: 3 clusters Score -2148584 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 52982 members Entering Unmasked Estep Score: -2148805.250000 Penalty: 992.843506 Iteration 36Q: 3 clusters Score -2148805 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 53315 members Entering Unmasked Estep Score: -2148995.500000 Penalty: 992.843506 Iteration 37Q: 3 clusters Score -2148996 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 53538 members Entering Unmasked Estep Score: -2149107.250000 Penalty: 992.843506 Iteration 38Q: 3 clusters Score -2149107 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 53710 members Entering Unmasked Estep Score: -2149188.000000 Penalty: 992.843506 Iteration 39Q: 3 clusters Score -2149188 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 53846 members Entering Unmasked Estep Score: -2149261.000000 Penalty: 992.843506 Iteration 40F: 3 clusters Score -2149261 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 53958 members Entering Unmasked Estep Score: -2149306.500000 Penalty: 992.843506 Iteration 41Q: 3 clusters Score -2149306 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 54049 members Entering Unmasked Estep Score: -2149348.250000 Penalty: 992.843506 Iteration 42Q: 3 clusters Score -2149348 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 54125 members Entering Unmasked Estep Score: -2149381.000000 Penalty: 992.843506 Iteration 43Q: 3 clusters Score -2149381 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 54181 members Entering Unmasked Estep Score: -2149412.250000 Penalty: 992.843506 Iteration 44Q: 3 clusters Score -2149412 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 54224 members Entering Unmasked Estep Score: -2149437.750000 Penalty: 992.843506 Iteration 45Q: 3 clusters Score -2149438 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -2149448.250000 Penalty: 992.843506 Iteration 46Q: 3 clusters Score -2149448 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 54278 members Entering Unmasked Estep Score: -2149453.000000 Penalty: 992.843506 Iteration 47Q: 3 clusters Score -2149453 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 54300 members Entering Unmasked Estep Score: -2149462.000000 Penalty: 992.843506 Iteration 48Q: 3 clusters Score -2149462 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 54323 members Entering Unmasked Estep Score: -2149468.250000 Penalty: 992.843506 Iteration 49Q: 3 clusters Score -2149468 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 54341 members Entering Unmasked Estep Score: -2149487.000000 Penalty: 992.843506 Iteration 50Q: 3 clusters Score -2149487 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 54360 members Entering Unmasked Estep Score: -2149495.250000 Penalty: 992.843506 Iteration 51Q: 3 clusters Score -2149495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 54369 members Entering Unmasked Estep Score: -2149493.750000 Penalty: 992.843506 Iteration 52Q: 3 clusters Score -2149494 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 54378 members Entering Unmasked Estep Score: -2149499.250000 Penalty: 992.843506 Iteration 53Q: 3 clusters Score -2149499 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 54388 members Entering Unmasked Estep Score: -2149503.750000 Penalty: 992.843506 Iteration 54Q: 3 clusters Score -2149504 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 54401 members Entering Unmasked Estep Score: -2149510.250000 Penalty: 992.843506 Iteration 55Q: 3 clusters Score -2149510 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 54411 members Entering Unmasked Estep Score: -2149510.500000 Penalty: 992.843506 Iteration 56Q: 3 clusters Score -2149510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 54417 members Entering Unmasked Estep Score: -2149518.000000 Penalty: 992.843506 Iteration 57Q: 3 clusters Score -2149518 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 54424 members Entering Unmasked Estep Score: -2149523.500000 Penalty: 992.843506 Iteration 58Q: 3 clusters Score -2149524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 54429 members Entering Unmasked Estep Score: -2149523.500000 Penalty: 992.843506 Iteration 59Q: 3 clusters Score -2149524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 54433 members Entering Unmasked Estep Score: -2149526.250000 Penalty: 992.843506 Iteration 60F: 3 clusters Score -2149526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 54437 members Entering Unmasked Estep Score: -2149527.750000 Penalty: 992.843506 Iteration 61Q: 3 clusters Score -2149528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 54445 members Entering Unmasked Estep Score: -2149527.250000 Penalty: 992.843506 Iteration 62Q: 3 clusters Score -2149527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 54447 members Entering Unmasked Estep Score: -2149528.500000 Penalty: 992.843506 Iteration 63Q: 3 clusters Score -2149528 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 54450 members Entering Unmasked Estep Score: -2149531.500000 Penalty: 992.843506 Iteration 64Q: 3 clusters Score -2149532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 54454 members Entering Unmasked Estep Score: -2149534.000000 Penalty: 992.843506 Iteration 65Q: 3 clusters Score -2149534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 54456 members Entering Unmasked Estep Score: -2149538.500000 Penalty: 992.843506 Iteration 66Q: 3 clusters Score -2149538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 54459 members Entering Unmasked Estep Score: -2149538.250000 Penalty: 992.843506 Iteration 67Q: 3 clusters Score -2149538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 54465 members Entering Unmasked Estep Score: -2149540.500000 Penalty: 992.843506 Iteration 68Q: 3 clusters Score -2149540 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 54467 members Entering Unmasked Estep Score: -2149542.500000 Penalty: 992.843506 Iteration 69Q: 3 clusters Score -2149542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 54472 members Entering Unmasked Estep Score: -2149545.500000 Penalty: 992.843506 Iteration 70Q: 3 clusters Score -2149546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 54475 members Entering Unmasked Estep Score: -2149548.000000 Penalty: 992.843506 Iteration 71Q: 3 clusters Score -2149548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 54477 members Entering Unmasked Estep Score: -2149546.250000 Penalty: 992.843506 Iteration 72Q: 3 clusters Score -2149546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 54481 members Entering Unmasked Estep Score: -2149550.000000 Penalty: 992.843506 Iteration 73Q: 3 clusters Score -2149550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 54480 members Entering Unmasked Estep Score: -2149548.500000 Penalty: 992.843506 Iteration 74Q: 3 clusters Score -2149548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 54481 members Entering Unmasked Estep Score: -2149549.250000 Penalty: 992.843506 Iteration 75Q: 3 clusters Score -2149549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 54481 members Entering Unmasked Estep Score: -2149548.000000 Penalty: 992.843506 Iteration 76Q: 3 clusters Score -2149548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 54481 members Entering Unmasked Estep Score: -2149548.000000 Penalty: 992.843506 Iteration 77F: 3 clusters Score -2149548 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Entering Unmasked Estep Score: -305554.562500 Penalty: 407.707123 Iteration 0F: 2 clusters Score -305554.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -300449.062500 Penalty: 815.414246 Iteration 0F: 3 clusters Score -300449.1 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -302537.000000 Penalty: 815.414246 Iteration 1F: 3 clusters Score -302537 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -302786.500000 Penalty: 815.414246 Iteration 2F: 3 clusters Score -302786.5 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -303059.468750 Penalty: 815.414246 Iteration 3F: 3 clusters Score -303059.5 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -303369.750000 Penalty: 815.414246 Iteration 4F: 3 clusters Score -303369.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -303723.437500 Penalty: 815.414246 Iteration 5F: 3 clusters Score -303723.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -304056.531250 Penalty: 815.414246 Iteration 6F: 3 clusters Score -304056.5 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -304307.062500 Penalty: 815.414246 Iteration 7F: 3 clusters Score -304307.1 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -304492.812500 Penalty: 815.414246 Iteration 8Q: 3 clusters Score -304492.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -304618.906250 Penalty: 815.414246 Iteration 9Q: 3 clusters Score -304618.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -304707.687500 Penalty: 815.414246 Iteration 10Q: 3 clusters Score -304707.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -304776.218750 Penalty: 815.414246 Iteration 11Q: 3 clusters Score -304776.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -304836.281250 Penalty: 815.414246 Iteration 12Q: 3 clusters Score -304836.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -304891.312500 Penalty: 815.414246 Iteration 13Q: 3 clusters Score -304891.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -304934.500000 Penalty: 815.414246 Iteration 14Q: 3 clusters Score -304934.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -304965.125000 Penalty: 815.414246 Iteration 15Q: 3 clusters Score -304965.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -304987.156250 Penalty: 815.414246 Iteration 16Q: 3 clusters Score -304987.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -305006.281250 Penalty: 815.414246 Iteration 17Q: 3 clusters Score -305006.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -305026.437500 Penalty: 815.414246 Iteration 18Q: 3 clusters Score -305026.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -305049.312500 Penalty: 815.414246 Iteration 19Q: 3 clusters Score -305049.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -305083.750000 Penalty: 815.414246 Iteration 20F: 3 clusters Score -305083.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -305112.093750 Penalty: 815.414246 Iteration 21Q: 3 clusters Score -305112.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -305143.531250 Penalty: 815.414246 Iteration 22Q: 3 clusters Score -305143.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -305173.312500 Penalty: 815.414246 Iteration 23Q: 3 clusters Score -305173.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -305210.406250 Penalty: 815.414246 Iteration 24Q: 3 clusters Score -305210.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -305240.437500 Penalty: 815.414246 Iteration 25Q: 3 clusters Score -305240.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -305268.437500 Penalty: 815.414246 Iteration 26Q: 3 clusters Score -305268.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -305292.625000 Penalty: 815.414246 Iteration 27Q: 3 clusters Score -305292.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -305312.093750 Penalty: 815.414246 Iteration 28Q: 3 clusters Score -305312.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -305326.718750 Penalty: 815.414246 Iteration 29Q: 3 clusters Score -305326.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -305342.468750 Penalty: 815.414246 Iteration 30Q: 3 clusters Score -305342.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -305354.187500 Penalty: 815.414246 Iteration 31Q: 3 clusters Score -305354.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -305362.812500 Penalty: 815.414246 Iteration 32Q: 3 clusters Score -305362.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -305370.875000 Penalty: 815.414246 Iteration 33Q: 3 clusters Score -305370.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -305376.750000 Penalty: 815.414246 Iteration 34Q: 3 clusters Score -305376.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -305381.500000 Penalty: 815.414246 Iteration 35Q: 3 clusters Score -305381.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -305385.468750 Penalty: 815.414246 Iteration 36Q: 3 clusters Score -305385.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -305388.843750 Penalty: 815.414246 Iteration 37Q: 3 clusters Score -305388.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -305393.312500 Penalty: 815.414246 Iteration 38Q: 3 clusters Score -305393.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -305396.656250 Penalty: 815.414246 Iteration 39Q: 3 clusters Score -305396.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -305399.968750 Penalty: 815.414246 Iteration 40F: 3 clusters Score -305400 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -305402.000000 Penalty: 815.414246 Iteration 41Q: 3 clusters Score -305402 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -305404.312500 Penalty: 815.414246 Iteration 42Q: 3 clusters Score -305404.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -305406.062500 Penalty: 815.414246 Iteration 43Q: 3 clusters Score -305406.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -305407.375000 Penalty: 815.414246 Iteration 44Q: 3 clusters Score -305407.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -305409.875000 Penalty: 815.414246 Iteration 45Q: 3 clusters Score -305409.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -305410.187500 Penalty: 815.414246 Iteration 46Q: 3 clusters Score -305410.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -305409.875000 Penalty: 815.414246 Iteration 47Q: 3 clusters Score -305409.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -305410.500000 Penalty: 815.414246 Iteration 48Q: 3 clusters Score -305410.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -305410.156250 Penalty: 815.414246 Iteration 49Q: 3 clusters Score -305410.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -305410.437500 Penalty: 815.414246 Iteration 50Q: 3 clusters Score -305410.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -305410.875000 Penalty: 815.414246 Iteration 51Q: 3 clusters Score -305410.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -305412.687500 Penalty: 815.414246 Iteration 52Q: 3 clusters Score -305412.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -305412.750000 Penalty: 815.414246 Iteration 53Q: 3 clusters Score -305412.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -305414.187500 Penalty: 815.414246 Iteration 54Q: 3 clusters Score -305414.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -305414.406250 Penalty: 815.414246 Iteration 55Q: 3 clusters Score -305414.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -305414.406250 Penalty: 815.414246 Iteration 56F: 3 clusters Score -305414.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Entering Unmasked Estep Score: -39801.585938 Penalty: 322.938477 Iteration 0F: 2 clusters Score -39801.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -38874.980469 Penalty: 645.876953 Iteration 0F: 3 clusters Score -38874.98 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -39219.234375 Penalty: 645.876953 Iteration 1F: 3 clusters Score -39219.23 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -39380.394531 Penalty: 645.876953 Iteration 2F: 3 clusters Score -39380.39 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -39442.375000 Penalty: 645.876953 Iteration 3F: 3 clusters Score -39442.38 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -39501.039062 Penalty: 645.876953 Iteration 4F: 3 clusters Score -39501.04 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -39547.832031 Penalty: 645.876953 Iteration 5F: 3 clusters Score -39547.83 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -39598.960938 Penalty: 645.876953 Iteration 6F: 3 clusters Score -39598.96 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -39630.835938 Penalty: 645.876953 Iteration 7Q: 3 clusters Score -39630.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -39656.425781 Penalty: 645.876953 Iteration 8Q: 3 clusters Score -39656.43 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -39680.054688 Penalty: 645.876953 Iteration 9Q: 3 clusters Score -39680.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -39693.796875 Penalty: 645.876953 Iteration 10Q: 3 clusters Score -39693.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -39706.058594 Penalty: 645.876953 Iteration 11Q: 3 clusters Score -39706.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -39715.312500 Penalty: 645.876953 Iteration 12Q: 3 clusters Score -39715.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -39721.585938 Penalty: 645.876953 Iteration 13Q: 3 clusters Score -39721.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -39723.910156 Penalty: 645.876953 Iteration 14Q: 3 clusters Score -39723.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -39724.589844 Penalty: 645.876953 Iteration 15Q: 3 clusters Score -39724.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -39725.453125 Penalty: 645.876953 Iteration 16Q: 3 clusters Score -39725.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -39728.664062 Penalty: 645.876953 Iteration 17Q: 3 clusters Score -39728.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -39730.656250 Penalty: 645.876953 Iteration 18Q: 3 clusters Score -39730.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -39731.117188 Penalty: 645.876953 Iteration 19Q: 3 clusters Score -39731.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -39731.492188 Penalty: 645.876953 Iteration 20F: 3 clusters Score -39731.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Entering Unmasked Estep Score: -76324.945312 Penalty: 346.045349 Iteration 0F: 2 clusters Score -76324.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -74904.054688 Penalty: 692.090698 Iteration 0F: 3 clusters Score -74904.05 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -75504.710938 Penalty: 692.090698 Iteration 1F: 3 clusters Score -75504.71 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -75704.468750 Penalty: 692.090698 Iteration 2F: 3 clusters Score -75704.47 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -75829.296875 Penalty: 692.090698 Iteration 3F: 3 clusters Score -75829.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -75921.406250 Penalty: 692.090698 Iteration 4F: 3 clusters Score -75921.41 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -75975.960938 Penalty: 692.090698 Iteration 5Q: 3 clusters Score -75975.96 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -76002.414062 Penalty: 692.090698 Iteration 6Q: 3 clusters Score -76002.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76021.031250 Penalty: 692.090698 Iteration 7Q: 3 clusters Score -76021.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -76035.875000 Penalty: 692.090698 Iteration 8Q: 3 clusters Score -76035.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -76047.953125 Penalty: 692.090698 Iteration 9Q: 3 clusters Score -76047.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -76057.054688 Penalty: 692.090698 Iteration 10Q: 3 clusters Score -76057.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -76063.085938 Penalty: 692.090698 Iteration 11Q: 3 clusters Score -76063.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -76067.148438 Penalty: 692.090698 Iteration 12Q: 3 clusters Score -76067.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -76070.062500 Penalty: 692.090698 Iteration 13Q: 3 clusters Score -76070.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -76073.851562 Penalty: 692.090698 Iteration 14Q: 3 clusters Score -76073.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76078.007812 Penalty: 692.090698 Iteration 15Q: 3 clusters Score -76078.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -76081.945312 Penalty: 692.090698 Iteration 16Q: 3 clusters Score -76081.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -76082.703125 Penalty: 692.090698 Iteration 17Q: 3 clusters Score -76082.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76083.054688 Penalty: 692.090698 Iteration 18Q: 3 clusters Score -76083.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -76083.539062 Penalty: 692.090698 Iteration 19Q: 3 clusters Score -76083.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -76083.820312 Penalty: 692.090698 Iteration 20F: 3 clusters Score -76083.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -76084.140625 Penalty: 692.090698 Iteration 21Q: 3 clusters Score -76084.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -76084.140625 Penalty: 692.090698 Iteration 22F: 3 clusters Score -76084.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Entering Unmasked Estep Score: -477350.218750 Penalty: 425.012329 Iteration 0F: 2 clusters Score -477350.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -469750.906250 Penalty: 850.024658 Iteration 0F: 3 clusters Score -469750.9 nChanged 5341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -472691.781250 Penalty: 850.024658 Iteration 1F: 3 clusters Score -472691.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -472894.781250 Penalty: 850.024658 Iteration 2Q: 3 clusters Score -472894.8 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -473134.437500 Penalty: 850.024658 Iteration 3Q: 3 clusters Score -473134.4 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -473443.937500 Penalty: 850.024658 Iteration 4F: 3 clusters Score -473443.9 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -473850.000000 Penalty: 850.024658 Iteration 5F: 3 clusters Score -473850 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -474359.125000 Penalty: 850.024658 Iteration 6F: 3 clusters Score -474359.1 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -474884.625000 Penalty: 850.024658 Iteration 7F: 3 clusters Score -474884.6 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -475217.031250 Penalty: 850.024658 Iteration 8F: 3 clusters Score -475217 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -475359.437500 Penalty: 850.024658 Iteration 9Q: 3 clusters Score -475359.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -475414.437500 Penalty: 850.024658 Iteration 10Q: 3 clusters Score -475414.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -475456.062500 Penalty: 850.024658 Iteration 11Q: 3 clusters Score -475456.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -475493.500000 Penalty: 850.024658 Iteration 12Q: 3 clusters Score -475493.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -475526.437500 Penalty: 850.024658 Iteration 13Q: 3 clusters Score -475526.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -475557.125000 Penalty: 850.024658 Iteration 14Q: 3 clusters Score -475557.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -475596.156250 Penalty: 850.024658 Iteration 15Q: 3 clusters Score -475596.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -475633.062500 Penalty: 850.024658 Iteration 16Q: 3 clusters Score -475633.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -475667.343750 Penalty: 850.024658 Iteration 17Q: 3 clusters Score -475667.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -475695.500000 Penalty: 850.024658 Iteration 18Q: 3 clusters Score -475695.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -475717.437500 Penalty: 850.024658 Iteration 19Q: 3 clusters Score -475717.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -475733.343750 Penalty: 850.024658 Iteration 20F: 3 clusters Score -475733.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -475747.125000 Penalty: 850.024658 Iteration 21Q: 3 clusters Score -475747.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -475759.531250 Penalty: 850.024658 Iteration 22Q: 3 clusters Score -475759.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -475778.375000 Penalty: 850.024658 Iteration 23Q: 3 clusters Score -475778.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -475802.312500 Penalty: 850.024658 Iteration 24Q: 3 clusters Score -475802.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -475828.343750 Penalty: 850.024658 Iteration 25Q: 3 clusters Score -475828.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -475862.906250 Penalty: 850.024658 Iteration 26Q: 3 clusters Score -475862.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -475902.593750 Penalty: 850.024658 Iteration 27Q: 3 clusters Score -475902.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -475945.968750 Penalty: 850.024658 Iteration 28Q: 3 clusters Score -475946 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -475992.562500 Penalty: 850.024658 Iteration 29Q: 3 clusters Score -475992.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -476043.500000 Penalty: 850.024658 Iteration 30Q: 3 clusters Score -476043.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -476088.031250 Penalty: 850.024658 Iteration 31Q: 3 clusters Score -476088 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -476131.281250 Penalty: 850.024658 Iteration 32Q: 3 clusters Score -476131.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -476170.281250 Penalty: 850.024658 Iteration 33Q: 3 clusters Score -476170.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -476211.937500 Penalty: 850.024658 Iteration 34Q: 3 clusters Score -476211.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -476259.281250 Penalty: 850.024658 Iteration 35Q: 3 clusters Score -476259.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -476291.125000 Penalty: 850.024658 Iteration 36Q: 3 clusters Score -476291.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -476321.218750 Penalty: 850.024658 Iteration 37Q: 3 clusters Score -476321.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -476350.312500 Penalty: 850.024658 Iteration 38Q: 3 clusters Score -476350.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -476380.718750 Penalty: 850.024658 Iteration 39Q: 3 clusters Score -476380.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -476402.343750 Penalty: 850.024658 Iteration 40F: 3 clusters Score -476402.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -476426.250000 Penalty: 850.024658 Iteration 41Q: 3 clusters Score -476426.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -476450.593750 Penalty: 850.024658 Iteration 42Q: 3 clusters Score -476450.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -476467.968750 Penalty: 850.024658 Iteration 43Q: 3 clusters Score -476468 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -476484.000000 Penalty: 850.024658 Iteration 44Q: 3 clusters Score -476484 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -476498.843750 Penalty: 850.024658 Iteration 45Q: 3 clusters Score -476498.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -476514.812500 Penalty: 850.024658 Iteration 46Q: 3 clusters Score -476514.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -476537.937500 Penalty: 850.024658 Iteration 47Q: 3 clusters Score -476537.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -476563.312500 Penalty: 850.024658 Iteration 48Q: 3 clusters Score -476563.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -476584.937500 Penalty: 850.024658 Iteration 49Q: 3 clusters Score -476584.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -476604.875000 Penalty: 850.024658 Iteration 50Q: 3 clusters Score -476604.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -476618.593750 Penalty: 850.024658 Iteration 51Q: 3 clusters Score -476618.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -476636.812500 Penalty: 850.024658 Iteration 52Q: 3 clusters Score -476636.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -476651.750000 Penalty: 850.024658 Iteration 53Q: 3 clusters Score -476651.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -476676.125000 Penalty: 850.024658 Iteration 54Q: 3 clusters Score -476676.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -476701.750000 Penalty: 850.024658 Iteration 55Q: 3 clusters Score -476701.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -476724.375000 Penalty: 850.024658 Iteration 56Q: 3 clusters Score -476724.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -476739.875000 Penalty: 850.024658 Iteration 57Q: 3 clusters Score -476739.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -476758.593750 Penalty: 850.024658 Iteration 58Q: 3 clusters Score -476758.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10084 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -476771.531250 Penalty: 850.024658 Iteration 59Q: 3 clusters Score -476771.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -476783.437500 Penalty: 850.024658 Iteration 60F: 3 clusters Score -476783.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -476796.906250 Penalty: 850.024658 Iteration 61Q: 3 clusters Score -476796.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10242 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -476810.750000 Penalty: 850.024658 Iteration 62Q: 3 clusters Score -476810.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -476823.625000 Penalty: 850.024658 Iteration 63Q: 3 clusters Score -476823.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -476835.593750 Penalty: 850.024658 Iteration 64Q: 3 clusters Score -476835.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -476851.437500 Penalty: 850.024658 Iteration 65Q: 3 clusters Score -476851.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -476865.875000 Penalty: 850.024658 Iteration 66Q: 3 clusters Score -476865.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -476876.937500 Penalty: 850.024658 Iteration 67Q: 3 clusters Score -476876.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -476889.093750 Penalty: 850.024658 Iteration 68Q: 3 clusters Score -476889.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -476897.187500 Penalty: 850.024658 Iteration 69Q: 3 clusters Score -476897.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -476912.375000 Penalty: 850.024658 Iteration 70Q: 3 clusters Score -476912.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -476924.937500 Penalty: 850.024658 Iteration 71Q: 3 clusters Score -476924.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -476941.375000 Penalty: 850.024658 Iteration 72Q: 3 clusters Score -476941.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -476955.906250 Penalty: 850.024658 Iteration 73Q: 3 clusters Score -476955.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -476962.250000 Penalty: 850.024658 Iteration 74Q: 3 clusters Score -476962.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -476967.000000 Penalty: 850.024658 Iteration 75Q: 3 clusters Score -476967 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -476969.656250 Penalty: 850.024658 Iteration 76Q: 3 clusters Score -476969.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -476971.375000 Penalty: 850.024658 Iteration 77Q: 3 clusters Score -476971.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -476973.843750 Penalty: 850.024658 Iteration 78Q: 3 clusters Score -476973.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -476975.062500 Penalty: 850.024658 Iteration 79Q: 3 clusters Score -476975.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10788 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -476976.250000 Penalty: 850.024658 Iteration 80F: 3 clusters Score -476976.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -476977.156250 Penalty: 850.024658 Iteration 81Q: 3 clusters Score -476977.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -476980.500000 Penalty: 850.024658 Iteration 82Q: 3 clusters Score -476980.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -476979.812500 Penalty: 850.024658 Iteration 83Q: 3 clusters Score -476979.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -476981.343750 Penalty: 850.024658 Iteration 84Q: 3 clusters Score -476981.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -476981.343750 Penalty: 850.024658 Iteration 85F: 3 clusters Score -476981.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Entering Unmasked Estep Score: -78989.601562 Penalty: 346.428741 Iteration 0F: 2 clusters Score -78989.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -77509.250000 Penalty: 692.857483 Iteration 0F: 3 clusters Score -77509.25 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -77990.914062 Penalty: 692.857483 Iteration 1F: 3 clusters Score -77990.91 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -78081.882812 Penalty: 692.857483 Iteration 2F: 3 clusters Score -78081.88 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -78149.960938 Penalty: 692.857483 Iteration 3F: 3 clusters Score -78149.96 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -78218.515625 Penalty: 692.857483 Iteration 4F: 3 clusters Score -78218.52 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -78290.320312 Penalty: 692.857483 Iteration 5Q: 3 clusters Score -78290.32 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -78366.765625 Penalty: 692.857483 Iteration 6Q: 3 clusters Score -78366.77 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -78434.648438 Penalty: 692.857483 Iteration 7Q: 3 clusters Score -78434.65 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -78505.781250 Penalty: 692.857483 Iteration 8Q: 3 clusters Score -78505.78 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -78562.187500 Penalty: 692.857483 Iteration 9Q: 3 clusters Score -78562.19 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -78606.140625 Penalty: 692.857483 Iteration 10Q: 3 clusters Score -78606.14 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -78635.617188 Penalty: 692.857483 Iteration 11Q: 3 clusters Score -78635.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -78664.320312 Penalty: 692.857483 Iteration 12Q: 3 clusters Score -78664.32 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -78691.656250 Penalty: 692.857483 Iteration 13Q: 3 clusters Score -78691.66 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -78715.804688 Penalty: 692.857483 Iteration 14Q: 3 clusters Score -78715.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -78734.281250 Penalty: 692.857483 Iteration 15Q: 3 clusters Score -78734.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -78744.320312 Penalty: 692.857483 Iteration 16Q: 3 clusters Score -78744.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -78756.703125 Penalty: 692.857483 Iteration 17Q: 3 clusters Score -78756.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -78774.023438 Penalty: 692.857483 Iteration 18Q: 3 clusters Score -78774.02 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -78790.867188 Penalty: 692.857483 Iteration 19Q: 3 clusters Score -78790.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -78796.492188 Penalty: 692.857483 Iteration 20F: 3 clusters Score -78796.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -78798.640625 Penalty: 692.857483 Iteration 21Q: 3 clusters Score -78798.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -78800.304688 Penalty: 692.857483 Iteration 22Q: 3 clusters Score -78800.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -78800.695312 Penalty: 692.857483 Iteration 23Q: 3 clusters Score -78800.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -78800.757812 Penalty: 692.857483 Iteration 24Q: 3 clusters Score -78800.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -78800.812500 Penalty: 692.857483 Iteration 25Q: 3 clusters Score -78800.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -78800.812500 Penalty: 692.857483 Iteration 26F: 3 clusters Score -78800.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -14066.794922 Penalty: 273.176880 Iteration 0F: 2 clusters Score -14066.79 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: -13639.976562 Penalty: 546.353760 Iteration 0F: 3 clusters Score -13639.98 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -13771.843750 Penalty: 546.353760 Iteration 1F: 3 clusters Score -13771.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13792.304688 Penalty: 546.353760 Iteration 2F: 3 clusters Score -13792.3 nChanged 8 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: -13797.986328 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -13797.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -13801.310547 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -13801.31 nChanged 4 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: -13803.423828 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -13803.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13804.704102 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -13804.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -13805.907227 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -13805.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -13807.764648 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -13807.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13808.403320 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -13808.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13808.403320 Penalty: 546.353760 Iteration 10F: 3 clusters Score -13808.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Entering Unmasked Estep Score: -358701.968750 Penalty: 415.083313 Iteration 0F: 2 clusters Score -358702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -352622.906250 Penalty: 830.166626 Iteration 0F: 3 clusters Score -352622.9 nChanged 4193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -355172.375000 Penalty: 830.166626 Iteration 1F: 3 clusters Score -355172.4 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -355422.062500 Penalty: 830.166626 Iteration 2F: 3 clusters Score -355422.1 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -355652.093750 Penalty: 830.166626 Iteration 3F: 3 clusters Score -355652.1 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -355909.156250 Penalty: 830.166626 Iteration 4F: 3 clusters Score -355909.2 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -356222.312500 Penalty: 830.166626 Iteration 5F: 3 clusters Score -356222.3 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -356539.093750 Penalty: 830.166626 Iteration 6F: 3 clusters Score -356539.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -356776.250000 Penalty: 830.166626 Iteration 7Q: 3 clusters Score -356776.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -356910.937500 Penalty: 830.166626 Iteration 8Q: 3 clusters Score -356910.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -356977.968750 Penalty: 830.166626 Iteration 9Q: 3 clusters Score -356978 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -357019.593750 Penalty: 830.166626 Iteration 10Q: 3 clusters Score -357019.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -357043.375000 Penalty: 830.166626 Iteration 11Q: 3 clusters Score -357043.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -357060.562500 Penalty: 830.166626 Iteration 12Q: 3 clusters Score -357060.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -357076.531250 Penalty: 830.166626 Iteration 13Q: 3 clusters Score -357076.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -357090.625000 Penalty: 830.166626 Iteration 14Q: 3 clusters Score -357090.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -357105.781250 Penalty: 830.166626 Iteration 15Q: 3 clusters Score -357105.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -357122.375000 Penalty: 830.166626 Iteration 16Q: 3 clusters Score -357122.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -357137.281250 Penalty: 830.166626 Iteration 17Q: 3 clusters Score -357137.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -357154.875000 Penalty: 830.166626 Iteration 18Q: 3 clusters Score -357154.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -357171.687500 Penalty: 830.166626 Iteration 19Q: 3 clusters Score -357171.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -357195.625000 Penalty: 830.166626 Iteration 20F: 3 clusters Score -357195.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -357219.406250 Penalty: 830.166626 Iteration 21Q: 3 clusters Score -357219.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -357239.781250 Penalty: 830.166626 Iteration 22Q: 3 clusters Score -357239.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -357260.062500 Penalty: 830.166626 Iteration 23Q: 3 clusters Score -357260.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -357288.750000 Penalty: 830.166626 Iteration 24Q: 3 clusters Score -357288.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -357318.031250 Penalty: 830.166626 Iteration 25Q: 3 clusters Score -357318 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -357350.093750 Penalty: 830.166626 Iteration 26Q: 3 clusters Score -357350.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -357381.687500 Penalty: 830.166626 Iteration 27Q: 3 clusters Score -357381.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -357416.750000 Penalty: 830.166626 Iteration 28Q: 3 clusters Score -357416.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -357459.281250 Penalty: 830.166626 Iteration 29Q: 3 clusters Score -357459.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -357515.125000 Penalty: 830.166626 Iteration 30Q: 3 clusters Score -357515.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -357576.437500 Penalty: 830.166626 Iteration 31Q: 3 clusters Score -357576.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -357644.375000 Penalty: 830.166626 Iteration 32Q: 3 clusters Score -357644.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -357695.531250 Penalty: 830.166626 Iteration 33Q: 3 clusters Score -357695.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -357743.187500 Penalty: 830.166626 Iteration 34Q: 3 clusters Score -357743.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -357782.906250 Penalty: 830.166626 Iteration 35Q: 3 clusters Score -357782.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -357828.968750 Penalty: 830.166626 Iteration 36Q: 3 clusters Score -357829 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -357884.437500 Penalty: 830.166626 Iteration 37Q: 3 clusters Score -357884.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -357928.875000 Penalty: 830.166626 Iteration 38Q: 3 clusters Score -357928.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -357980.718750 Penalty: 830.166626 Iteration 39Q: 3 clusters Score -357980.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -358023.062500 Penalty: 830.166626 Iteration 40F: 3 clusters Score -358023.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -358055.281250 Penalty: 830.166626 Iteration 41Q: 3 clusters Score -358055.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -358093.906250 Penalty: 830.166626 Iteration 42Q: 3 clusters Score -358093.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -358123.812500 Penalty: 830.166626 Iteration 43Q: 3 clusters Score -358123.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -358155.562500 Penalty: 830.166626 Iteration 44Q: 3 clusters Score -358155.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -358188.843750 Penalty: 830.166626 Iteration 45Q: 3 clusters Score -358188.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -358212.406250 Penalty: 830.166626 Iteration 46Q: 3 clusters Score -358212.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -358237.593750 Penalty: 830.166626 Iteration 47Q: 3 clusters Score -358237.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -358258.531250 Penalty: 830.166626 Iteration 48Q: 3 clusters Score -358258.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -358275.218750 Penalty: 830.166626 Iteration 49Q: 3 clusters Score -358275.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -358290.000000 Penalty: 830.166626 Iteration 50Q: 3 clusters Score -358290 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -358302.468750 Penalty: 830.166626 Iteration 51Q: 3 clusters Score -358302.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -358311.468750 Penalty: 830.166626 Iteration 52Q: 3 clusters Score -358311.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -358323.093750 Penalty: 830.166626 Iteration 53Q: 3 clusters Score -358323.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -358335.906250 Penalty: 830.166626 Iteration 54Q: 3 clusters Score -358335.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -358348.062500 Penalty: 830.166626 Iteration 55Q: 3 clusters Score -358348.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -358359.843750 Penalty: 830.166626 Iteration 56Q: 3 clusters Score -358359.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -358371.593750 Penalty: 830.166626 Iteration 57Q: 3 clusters Score -358371.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -358374.812500 Penalty: 830.166626 Iteration 58Q: 3 clusters Score -358374.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -358376.812500 Penalty: 830.166626 Iteration 59Q: 3 clusters Score -358376.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -358377.750000 Penalty: 830.166626 Iteration 60F: 3 clusters Score -358377.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Entering Unmasked Estep Score: -323736.625000 Penalty: 409.690063 Iteration 0F: 2 clusters Score -323736.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -318213.625000 Penalty: 819.380127 Iteration 0F: 3 clusters Score -318213.6 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -320597.625000 Penalty: 819.380127 Iteration 1F: 3 clusters Score -320597.6 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -320971.312500 Penalty: 819.380127 Iteration 2F: 3 clusters Score -320971.3 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -321445.031250 Penalty: 819.380127 Iteration 3F: 3 clusters Score -321445 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -321912.593750 Penalty: 819.380127 Iteration 4F: 3 clusters Score -321912.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -322286.625000 Penalty: 819.380127 Iteration 5F: 3 clusters Score -322286.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -322480.781250 Penalty: 819.380127 Iteration 6Q: 3 clusters Score -322480.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -322557.281250 Penalty: 819.380127 Iteration 7Q: 3 clusters Score -322557.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -322587.750000 Penalty: 819.380127 Iteration 8Q: 3 clusters Score -322587.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -322610.250000 Penalty: 819.380127 Iteration 9Q: 3 clusters Score -322610.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -322629.812500 Penalty: 819.380127 Iteration 10Q: 3 clusters Score -322629.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -322647.218750 Penalty: 819.380127 Iteration 11Q: 3 clusters Score -322647.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -322668.500000 Penalty: 819.380127 Iteration 12Q: 3 clusters Score -322668.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -322690.562500 Penalty: 819.380127 Iteration 13Q: 3 clusters Score -322690.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -322712.312500 Penalty: 819.380127 Iteration 14Q: 3 clusters Score -322712.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -322740.093750 Penalty: 819.380127 Iteration 15Q: 3 clusters Score -322740.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -322765.687500 Penalty: 819.380127 Iteration 16Q: 3 clusters Score -322765.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -322798.281250 Penalty: 819.380127 Iteration 17Q: 3 clusters Score -322798.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -322844.125000 Penalty: 819.380127 Iteration 18Q: 3 clusters Score -322844.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -322879.562500 Penalty: 819.380127 Iteration 19Q: 3 clusters Score -322879.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -322914.562500 Penalty: 819.380127 Iteration 20F: 3 clusters Score -322914.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -322946.625000 Penalty: 819.380127 Iteration 21Q: 3 clusters Score -322946.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -322973.812500 Penalty: 819.380127 Iteration 22Q: 3 clusters Score -322973.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -323001.656250 Penalty: 819.380127 Iteration 23Q: 3 clusters Score -323001.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -323026.062500 Penalty: 819.380127 Iteration 24Q: 3 clusters Score -323026.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -323051.906250 Penalty: 819.380127 Iteration 25Q: 3 clusters Score -323051.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -323079.906250 Penalty: 819.380127 Iteration 26Q: 3 clusters Score -323079.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -323110.812500 Penalty: 819.380127 Iteration 27Q: 3 clusters Score -323110.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -323139.125000 Penalty: 819.380127 Iteration 28Q: 3 clusters Score -323139.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -323162.750000 Penalty: 819.380127 Iteration 29Q: 3 clusters Score -323162.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -323179.906250 Penalty: 819.380127 Iteration 30Q: 3 clusters Score -323179.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -323194.781250 Penalty: 819.380127 Iteration 31Q: 3 clusters Score -323194.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -323213.437500 Penalty: 819.380127 Iteration 32Q: 3 clusters Score -323213.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -323231.906250 Penalty: 819.380127 Iteration 33Q: 3 clusters Score -323231.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -323250.812500 Penalty: 819.380127 Iteration 34Q: 3 clusters Score -323250.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -323265.718750 Penalty: 819.380127 Iteration 35Q: 3 clusters Score -323265.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -323275.281250 Penalty: 819.380127 Iteration 36Q: 3 clusters Score -323275.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -323287.812500 Penalty: 819.380127 Iteration 37Q: 3 clusters Score -323287.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -323298.562500 Penalty: 819.380127 Iteration 38Q: 3 clusters Score -323298.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -323311.593750 Penalty: 819.380127 Iteration 39Q: 3 clusters Score -323311.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -323325.062500 Penalty: 819.380127 Iteration 40F: 3 clusters Score -323325.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -323340.625000 Penalty: 819.380127 Iteration 41Q: 3 clusters Score -323340.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -323350.375000 Penalty: 819.380127 Iteration 42Q: 3 clusters Score -323350.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -323356.218750 Penalty: 819.380127 Iteration 43Q: 3 clusters Score -323356.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -323360.250000 Penalty: 819.380127 Iteration 44Q: 3 clusters Score -323360.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -323362.687500 Penalty: 819.380127 Iteration 45Q: 3 clusters Score -323362.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -323366.406250 Penalty: 819.380127 Iteration 46Q: 3 clusters Score -323366.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -323371.531250 Penalty: 819.380127 Iteration 47Q: 3 clusters Score -323371.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -323374.968750 Penalty: 819.380127 Iteration 48Q: 3 clusters Score -323375 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -323377.906250 Penalty: 819.380127 Iteration 49Q: 3 clusters Score -323377.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -323380.531250 Penalty: 819.380127 Iteration 50Q: 3 clusters Score -323380.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -323381.937500 Penalty: 819.380127 Iteration 51Q: 3 clusters Score -323381.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -323383.718750 Penalty: 819.380127 Iteration 52Q: 3 clusters Score -323383.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -323383.718750 Penalty: 819.380127 Iteration 53F: 3 clusters Score -323383.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Entering Unmasked Estep Score: -504592.687500 Penalty: 430.589630 Iteration 0F: 2 clusters Score -504592.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -495944.250000 Penalty: 861.179260 Iteration 0F: 3 clusters Score -495944.2 nChanged 6064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -500026.906250 Penalty: 861.179260 Iteration 1F: 3 clusters Score -500026.9 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -500710.156250 Penalty: 861.179260 Iteration 2F: 3 clusters Score -500710.2 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -501375.531250 Penalty: 861.179260 Iteration 3F: 3 clusters Score -501375.5 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -501899.250000 Penalty: 861.179260 Iteration 4F: 3 clusters Score -501899.2 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -502268.218750 Penalty: 861.179260 Iteration 5F: 3 clusters Score -502268.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 8883 members Entering Unmasked Estep Score: -502559.687500 Penalty: 861.179260 Iteration 6Q: 3 clusters Score -502559.7 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -502854.781250 Penalty: 861.179260 Iteration 7Q: 3 clusters Score -502854.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -503143.968750 Penalty: 861.179260 Iteration 8Q: 3 clusters Score -503144 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -503409.718750 Penalty: 861.179260 Iteration 9Q: 3 clusters Score -503409.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -503603.812500 Penalty: 861.179260 Iteration 10Q: 3 clusters Score -503603.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -503713.750000 Penalty: 861.179260 Iteration 11Q: 3 clusters Score -503713.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -503770.062500 Penalty: 861.179260 Iteration 12Q: 3 clusters Score -503770.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -503818.093750 Penalty: 861.179260 Iteration 13Q: 3 clusters Score -503818.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -503859.937500 Penalty: 861.179260 Iteration 14Q: 3 clusters Score -503859.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -503900.000000 Penalty: 861.179260 Iteration 15Q: 3 clusters Score -503900 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -503933.656250 Penalty: 861.179260 Iteration 16Q: 3 clusters Score -503933.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -503965.281250 Penalty: 861.179260 Iteration 17Q: 3 clusters Score -503965.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -503999.906250 Penalty: 861.179260 Iteration 18Q: 3 clusters Score -503999.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -504020.343750 Penalty: 861.179260 Iteration 19Q: 3 clusters Score -504020.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -504048.718750 Penalty: 861.179260 Iteration 20F: 3 clusters Score -504048.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -504075.500000 Penalty: 861.179260 Iteration 21Q: 3 clusters Score -504075.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -504108.218750 Penalty: 861.179260 Iteration 22Q: 3 clusters Score -504108.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -504144.125000 Penalty: 861.179260 Iteration 23Q: 3 clusters Score -504144.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -504176.000000 Penalty: 861.179260 Iteration 24Q: 3 clusters Score -504176 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 11312 members Entering Unmasked Estep Score: -504217.343750 Penalty: 861.179260 Iteration 25Q: 3 clusters Score -504217.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -504264.187500 Penalty: 861.179260 Iteration 26Q: 3 clusters Score -504264.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -504295.468750 Penalty: 861.179260 Iteration 27Q: 3 clusters Score -504295.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -504319.156250 Penalty: 861.179260 Iteration 28Q: 3 clusters Score -504319.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11596 members Entering Unmasked Estep Score: -504340.375000 Penalty: 861.179260 Iteration 29Q: 3 clusters Score -504340.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -504359.312500 Penalty: 861.179260 Iteration 30Q: 3 clusters Score -504359.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -504370.281250 Penalty: 861.179260 Iteration 31Q: 3 clusters Score -504370.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -504380.031250 Penalty: 861.179260 Iteration 32Q: 3 clusters Score -504380 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -504385.093750 Penalty: 861.179260 Iteration 33Q: 3 clusters Score -504385.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -504395.625000 Penalty: 861.179260 Iteration 34Q: 3 clusters Score -504395.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -504404.406250 Penalty: 861.179260 Iteration 35Q: 3 clusters Score -504404.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -504413.562500 Penalty: 861.179260 Iteration 36Q: 3 clusters Score -504413.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -504425.468750 Penalty: 861.179260 Iteration 37Q: 3 clusters Score -504425.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -504433.562500 Penalty: 861.179260 Iteration 38Q: 3 clusters Score -504433.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -504437.562500 Penalty: 861.179260 Iteration 39Q: 3 clusters Score -504437.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -504440.343750 Penalty: 861.179260 Iteration 40F: 3 clusters Score -504440.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -504442.281250 Penalty: 861.179260 Iteration 41Q: 3 clusters Score -504442.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -504442.375000 Penalty: 861.179260 Iteration 42Q: 3 clusters Score -504442.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -504444.687500 Penalty: 861.179260 Iteration 43Q: 3 clusters Score -504444.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -504447.281250 Penalty: 861.179260 Iteration 44Q: 3 clusters Score -504447.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -504449.968750 Penalty: 861.179260 Iteration 45Q: 3 clusters Score -504450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -504452.218750 Penalty: 861.179260 Iteration 46Q: 3 clusters Score -504452.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12053 members Entering Unmasked Estep Score: -504454.062500 Penalty: 861.179260 Iteration 47Q: 3 clusters Score -504454.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -504456.718750 Penalty: 861.179260 Iteration 48Q: 3 clusters Score -504456.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -504460.187500 Penalty: 861.179260 Iteration 49Q: 3 clusters Score -504460.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -504462.312500 Penalty: 861.179260 Iteration 50Q: 3 clusters Score -504462.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -504464.468750 Penalty: 861.179260 Iteration 51Q: 3 clusters Score -504464.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -504465.406250 Penalty: 861.179260 Iteration 52Q: 3 clusters Score -504465.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 12116 members Entering Unmasked Estep Score: -504466.562500 Penalty: 861.179260 Iteration 53Q: 3 clusters Score -504466.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -504466.875000 Penalty: 861.179260 Iteration 54Q: 3 clusters Score -504466.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -504466.968750 Penalty: 861.179260 Iteration 55Q: 3 clusters Score -504467 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -504467.125000 Penalty: 861.179260 Iteration 56Q: 3 clusters Score -504467.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -504467.625000 Penalty: 861.179260 Iteration 57Q: 3 clusters Score -504467.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -504467.625000 Penalty: 861.179260 Iteration 58F: 3 clusters Score -504467.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (34188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34188 members Entering Unmasked Estep Score: -1377406.500000 Penalty: 475.003143 Iteration 0F: 2 clusters Score -1377406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -1354591.000000 Penalty: 950.006287 Iteration 0F: 3 clusters Score -1354591 nChanged 16450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18135 members Mstep: Class 2 contains 16053 members Entering Unmasked Estep Score: -1364237.625000 Penalty: 950.006287 Iteration 1F: 3 clusters Score -1364238 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18817 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -1364819.750000 Penalty: 950.006287 Iteration 2Q: 3 clusters Score -1364820 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19784 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -1365714.250000 Penalty: 950.006287 Iteration 3F: 3 clusters Score -1365714 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21106 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -1367144.625000 Penalty: 950.006287 Iteration 4F: 3 clusters Score -1367145 nChanged 2282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22570 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -1369076.750000 Penalty: 950.006287 Iteration 5F: 3 clusters Score -1369077 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23788 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -1370764.000000 Penalty: 950.006287 Iteration 6F: 3 clusters Score -1370764 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24741 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -1371746.375000 Penalty: 950.006287 Iteration 7F: 3 clusters Score -1371746 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25543 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -1372236.500000 Penalty: 950.006287 Iteration 8Q: 3 clusters Score -1372236 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26331 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -1372571.000000 Penalty: 950.006287 Iteration 9Q: 3 clusters Score -1372571 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1372909.750000 Penalty: 950.006287 Iteration 10Q: 3 clusters Score -1372910 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27930 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1373260.375000 Penalty: 950.006287 Iteration 11Q: 3 clusters Score -1373260 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1373660.875000 Penalty: 950.006287 Iteration 12Q: 3 clusters Score -1373661 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29623 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1374115.125000 Penalty: 950.006287 Iteration 13Q: 3 clusters Score -1374115 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1374593.125000 Penalty: 950.006287 Iteration 14Q: 3 clusters Score -1374593 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31228 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -1375085.250000 Penalty: 950.006287 Iteration 15Q: 3 clusters Score -1375085 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31950 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1375588.875000 Penalty: 950.006287 Iteration 16Q: 3 clusters Score -1375589 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32561 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1376036.500000 Penalty: 950.006287 Iteration 17Q: 3 clusters Score -1376036 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33047 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1376404.750000 Penalty: 950.006287 Iteration 18Q: 3 clusters Score -1376405 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33383 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1376642.250000 Penalty: 950.006287 Iteration 19Q: 3 clusters Score -1376642 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33600 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1376797.000000 Penalty: 950.006287 Iteration 20F: 3 clusters Score -1376797 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33751 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1376895.750000 Penalty: 950.006287 Iteration 21Q: 3 clusters Score -1376896 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33871 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1376984.250000 Penalty: 950.006287 Iteration 22Q: 3 clusters Score -1376984 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33933 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1377014.625000 Penalty: 950.006287 Iteration 23Q: 3 clusters Score -1377015 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33965 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1377038.500000 Penalty: 950.006287 Iteration 24Q: 3 clusters Score -1377038 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33987 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -1377065.250000 Penalty: 950.006287 Iteration 25Q: 3 clusters Score -1377065 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34004 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -1377081.125000 Penalty: 950.006287 Iteration 26Q: 3 clusters Score -1377081 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34011 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1377086.875000 Penalty: 950.006287 Iteration 27Q: 3 clusters Score -1377087 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34016 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -1377093.500000 Penalty: 950.006287 Iteration 28Q: 3 clusters Score -1377094 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34018 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -1377094.250000 Penalty: 950.006287 Iteration 29Q: 3 clusters Score -1377094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34022 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1377095.375000 Penalty: 950.006287 Iteration 30Q: 3 clusters Score -1377095 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34022 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1377095.375000 Penalty: 950.006287 Iteration 31F: 3 clusters Score -1377095 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Entering Unmasked Estep Score: -182006.109375 Penalty: 387.001404 Iteration 0F: 2 clusters Score -182006.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -178678.515625 Penalty: 774.002808 Iteration 0F: 3 clusters Score -178678.5 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -179899.031250 Penalty: 774.002808 Iteration 1F: 3 clusters Score -179899 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -180008.250000 Penalty: 774.002808 Iteration 2F: 3 clusters Score -180008.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -180131.531250 Penalty: 774.002808 Iteration 3F: 3 clusters Score -180131.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -180272.750000 Penalty: 774.002808 Iteration 4F: 3 clusters Score -180272.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -180435.078125 Penalty: 774.002808 Iteration 5F: 3 clusters Score -180435.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -180648.046875 Penalty: 774.002808 Iteration 6F: 3 clusters Score -180648 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -180882.250000 Penalty: 774.002808 Iteration 7F: 3 clusters Score -180882.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -181097.406250 Penalty: 774.002808 Iteration 8F: 3 clusters Score -181097.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -181228.171875 Penalty: 774.002808 Iteration 9Q: 3 clusters Score -181228.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -181308.421875 Penalty: 774.002808 Iteration 10Q: 3 clusters Score -181308.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -181346.062500 Penalty: 774.002808 Iteration 11Q: 3 clusters Score -181346.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -181376.484375 Penalty: 774.002808 Iteration 12Q: 3 clusters Score -181376.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -181398.796875 Penalty: 774.002808 Iteration 13Q: 3 clusters Score -181398.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -181420.031250 Penalty: 774.002808 Iteration 14Q: 3 clusters Score -181420 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -181439.593750 Penalty: 774.002808 Iteration 15Q: 3 clusters Score -181439.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -181457.890625 Penalty: 774.002808 Iteration 16Q: 3 clusters Score -181457.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -181475.921875 Penalty: 774.002808 Iteration 17Q: 3 clusters Score -181475.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -181492.625000 Penalty: 774.002808 Iteration 18Q: 3 clusters Score -181492.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -181509.453125 Penalty: 774.002808 Iteration 19Q: 3 clusters Score -181509.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -181527.859375 Penalty: 774.002808 Iteration 20F: 3 clusters Score -181527.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -181553.046875 Penalty: 774.002808 Iteration 21Q: 3 clusters Score -181553 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -181586.625000 Penalty: 774.002808 Iteration 22Q: 3 clusters Score -181586.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -181617.218750 Penalty: 774.002808 Iteration 23Q: 3 clusters Score -181617.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -181646.890625 Penalty: 774.002808 Iteration 24Q: 3 clusters Score -181646.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -181679.796875 Penalty: 774.002808 Iteration 25Q: 3 clusters Score -181679.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -181704.312500 Penalty: 774.002808 Iteration 26Q: 3 clusters Score -181704.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -181718.109375 Penalty: 774.002808 Iteration 27Q: 3 clusters Score -181718.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -181726.687500 Penalty: 774.002808 Iteration 28Q: 3 clusters Score -181726.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -181730.640625 Penalty: 774.002808 Iteration 29Q: 3 clusters Score -181730.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -181735.062500 Penalty: 774.002808 Iteration 30Q: 3 clusters Score -181735.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -181741.140625 Penalty: 774.002808 Iteration 31Q: 3 clusters Score -181741.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -181746.265625 Penalty: 774.002808 Iteration 32Q: 3 clusters Score -181746.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -181749.328125 Penalty: 774.002808 Iteration 33Q: 3 clusters Score -181749.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -181751.625000 Penalty: 774.002808 Iteration 34Q: 3 clusters Score -181751.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -181752.734375 Penalty: 774.002808 Iteration 35Q: 3 clusters Score -181752.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -181754.312500 Penalty: 774.002808 Iteration 36Q: 3 clusters Score -181754.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -181755.515625 Penalty: 774.002808 Iteration 37Q: 3 clusters Score -181755.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -181755.906250 Penalty: 774.002808 Iteration 38Q: 3 clusters Score -181755.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -181755.609375 Penalty: 774.002808 Iteration 39Q: 3 clusters Score -181755.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -181756.593750 Penalty: 774.002808 Iteration 40F: 3 clusters Score -181756.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -181757.125000 Penalty: 774.002808 Iteration 41Q: 3 clusters Score -181757.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -181758.031250 Penalty: 774.002808 Iteration 42Q: 3 clusters Score -181758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -181758.078125 Penalty: 774.002808 Iteration 43Q: 3 clusters Score -181758.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -181758.468750 Penalty: 774.002808 Iteration 44Q: 3 clusters Score -181758.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -181758.421875 Penalty: 774.002808 Iteration 45Q: 3 clusters Score -181758.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -181758.421875 Penalty: 774.002808 Iteration 46F: 3 clusters Score -181758.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -69241.656250 Penalty: 338.499969 Iteration 0F: 2 clusters Score -69241.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -68001.531250 Penalty: 676.999939 Iteration 0F: 3 clusters Score -68001.53 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -68396.218750 Penalty: 676.999939 Iteration 1F: 3 clusters Score -68396.22 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -68479.789062 Penalty: 676.999939 Iteration 2F: 3 clusters Score -68479.79 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -68553.585938 Penalty: 676.999939 Iteration 3F: 3 clusters Score -68553.59 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -68647.414062 Penalty: 676.999939 Iteration 4F: 3 clusters Score -68647.41 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -68747.281250 Penalty: 676.999939 Iteration 5F: 3 clusters Score -68747.28 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -68808.539062 Penalty: 676.999939 Iteration 6F: 3 clusters Score -68808.54 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -68864.132812 Penalty: 676.999939 Iteration 7Q: 3 clusters Score -68864.13 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -68903.640625 Penalty: 676.999939 Iteration 8Q: 3 clusters Score -68903.64 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -68932.406250 Penalty: 676.999939 Iteration 9Q: 3 clusters Score -68932.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -68955.335938 Penalty: 676.999939 Iteration 10Q: 3 clusters Score -68955.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -68970.296875 Penalty: 676.999939 Iteration 11Q: 3 clusters Score -68970.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -68974.968750 Penalty: 676.999939 Iteration 12Q: 3 clusters Score -68974.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -68978.093750 Penalty: 676.999939 Iteration 13Q: 3 clusters Score -68978.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -68982.421875 Penalty: 676.999939 Iteration 14Q: 3 clusters Score -68982.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -68985.140625 Penalty: 676.999939 Iteration 15Q: 3 clusters Score -68985.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -68991.804688 Penalty: 676.999939 Iteration 16Q: 3 clusters Score -68991.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -68999.007812 Penalty: 676.999939 Iteration 17Q: 3 clusters Score -68999.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -69000.132812 Penalty: 676.999939 Iteration 18Q: 3 clusters Score -69000.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -69001.132812 Penalty: 676.999939 Iteration 19Q: 3 clusters Score -69001.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -69001.890625 Penalty: 676.999939 Iteration 20F: 3 clusters Score -69001.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -69004.039062 Penalty: 676.999939 Iteration 21Q: 3 clusters Score -69004.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -69004.804688 Penalty: 676.999939 Iteration 22Q: 3 clusters Score -69004.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -69004.804688 Penalty: 676.999939 Iteration 23F: 3 clusters Score -69004.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Entering Unmasked Estep Score: -172910.468750 Penalty: 382.970367 Iteration 0F: 2 clusters Score -172910.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -169814.562500 Penalty: 765.940735 Iteration 0F: 3 clusters Score -169814.6 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -170983.828125 Penalty: 765.940735 Iteration 1F: 3 clusters Score -170983.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -171190.109375 Penalty: 765.940735 Iteration 2F: 3 clusters Score -171190.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -171456.187500 Penalty: 765.940735 Iteration 3F: 3 clusters Score -171456.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -171805.656250 Penalty: 765.940735 Iteration 4F: 3 clusters Score -171805.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -172112.578125 Penalty: 765.940735 Iteration 5F: 3 clusters Score -172112.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -172267.750000 Penalty: 765.940735 Iteration 6F: 3 clusters Score -172267.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -172346.171875 Penalty: 765.940735 Iteration 7Q: 3 clusters Score -172346.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -172380.484375 Penalty: 765.940735 Iteration 8Q: 3 clusters Score -172380.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -172399.156250 Penalty: 765.940735 Iteration 9Q: 3 clusters Score -172399.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -172411.359375 Penalty: 765.940735 Iteration 10Q: 3 clusters Score -172411.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -172419.500000 Penalty: 765.940735 Iteration 11Q: 3 clusters Score -172419.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -172424.765625 Penalty: 765.940735 Iteration 12Q: 3 clusters Score -172424.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -172427.859375 Penalty: 765.940735 Iteration 13Q: 3 clusters Score -172427.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -172430.921875 Penalty: 765.940735 Iteration 14Q: 3 clusters Score -172430.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -172432.609375 Penalty: 765.940735 Iteration 15Q: 3 clusters Score -172432.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -172434.453125 Penalty: 765.940735 Iteration 16Q: 3 clusters Score -172434.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -172436.156250 Penalty: 765.940735 Iteration 17Q: 3 clusters Score -172436.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -172436.500000 Penalty: 765.940735 Iteration 18Q: 3 clusters Score -172436.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -172437.250000 Penalty: 765.940735 Iteration 19Q: 3 clusters Score -172437.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -172437.718750 Penalty: 765.940735 Iteration 20F: 3 clusters Score -172437.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -172438.640625 Penalty: 765.940735 Iteration 21Q: 3 clusters Score -172438.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -172439.046875 Penalty: 765.940735 Iteration 22Q: 3 clusters Score -172439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -172439.296875 Penalty: 765.940735 Iteration 23Q: 3 clusters Score -172439.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -172440.046875 Penalty: 765.940735 Iteration 24Q: 3 clusters Score -172440 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -172440.421875 Penalty: 765.940735 Iteration 25Q: 3 clusters Score -172440.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -172442.328125 Penalty: 765.940735 Iteration 26Q: 3 clusters Score -172442.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -172443.625000 Penalty: 765.940735 Iteration 27Q: 3 clusters Score -172443.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -172444.671875 Penalty: 765.940735 Iteration 28Q: 3 clusters Score -172444.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -172444.593750 Penalty: 765.940735 Iteration 29Q: 3 clusters Score -172444.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -172444.875000 Penalty: 765.940735 Iteration 30Q: 3 clusters Score -172444.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -172444.937500 Penalty: 765.940735 Iteration 31Q: 3 clusters Score -172444.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -172444.781250 Penalty: 765.940735 Iteration 32Q: 3 clusters Score -172444.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -172444.609375 Penalty: 765.940735 Iteration 33Q: 3 clusters Score -172444.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -172444.609375 Penalty: 765.940735 Iteration 34F: 3 clusters Score -172444.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Entering Unmasked Estep Score: -116302.046875 Penalty: 362.558533 Iteration 0F: 2 clusters Score -116302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -114278.953125 Penalty: 725.117065 Iteration 0F: 3 clusters Score -114279 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -115091.546875 Penalty: 725.117065 Iteration 1F: 3 clusters Score -115091.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -115267.187500 Penalty: 725.117065 Iteration 2F: 3 clusters Score -115267.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -115424.640625 Penalty: 725.117065 Iteration 3F: 3 clusters Score -115424.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -115585.031250 Penalty: 725.117065 Iteration 4F: 3 clusters Score -115585 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -115692.718750 Penalty: 725.117065 Iteration 5Q: 3 clusters Score -115692.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -115770.101562 Penalty: 725.117065 Iteration 6Q: 3 clusters Score -115770.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -115830.335938 Penalty: 725.117065 Iteration 7Q: 3 clusters Score -115830.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -115876.859375 Penalty: 725.117065 Iteration 8Q: 3 clusters Score -115876.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -115909.343750 Penalty: 725.117065 Iteration 9Q: 3 clusters Score -115909.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -115925.195312 Penalty: 725.117065 Iteration 10Q: 3 clusters Score -115925.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -115941.351562 Penalty: 725.117065 Iteration 11Q: 3 clusters Score -115941.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -115948.460938 Penalty: 725.117065 Iteration 12Q: 3 clusters Score -115948.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -115955.039062 Penalty: 725.117065 Iteration 13Q: 3 clusters Score -115955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -115961.820312 Penalty: 725.117065 Iteration 14Q: 3 clusters Score -115961.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -115968.812500 Penalty: 725.117065 Iteration 15Q: 3 clusters Score -115968.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -115974.070312 Penalty: 725.117065 Iteration 16Q: 3 clusters Score -115974.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -115979.187500 Penalty: 725.117065 Iteration 17Q: 3 clusters Score -115979.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -115980.890625 Penalty: 725.117065 Iteration 18Q: 3 clusters Score -115980.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -115982.140625 Penalty: 725.117065 Iteration 19Q: 3 clusters Score -115982.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -115982.140625 Penalty: 725.117065 Iteration 20F: 3 clusters Score -115982.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (87395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87395 members Entering Unmasked Estep Score: -3665854.000000 Penalty: 517.707764 Iteration 0F: 2 clusters Score -3665854 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43928 members Mstep: Class 2 contains 43467 members Entering Unmasked Estep Score: -3607262.750000 Penalty: 1035.415527 Iteration 0F: 3 clusters Score -3607263 nChanged 42379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50305 members Mstep: Class 2 contains 37090 members Entering Unmasked Estep Score: -3635613.250000 Penalty: 1035.415527 Iteration 1F: 3 clusters Score -3635613 nChanged 5227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53514 members Mstep: Class 2 contains 33881 members Entering Unmasked Estep Score: -3638976.000000 Penalty: 1035.415527 Iteration 2F: 3 clusters Score -3638976 nChanged 5768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57258 members Mstep: Class 2 contains 30137 members Entering Unmasked Estep Score: -3643359.250000 Penalty: 1035.415527 Iteration 3F: 3 clusters Score -3643359 nChanged 5578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60848 members Mstep: Class 2 contains 26547 members Entering Unmasked Estep Score: -3648002.500000 Penalty: 1035.415527 Iteration 4F: 3 clusters Score -3648002 nChanged 4733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63709 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -3651511.750000 Penalty: 1035.415527 Iteration 5F: 3 clusters Score -3651512 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65962 members Mstep: Class 2 contains 21433 members Entering Unmasked Estep Score: -3653451.000000 Penalty: 1035.415527 Iteration 6Q: 3 clusters Score -3653451 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67981 members Mstep: Class 2 contains 19414 members Entering Unmasked Estep Score: -3654533.500000 Penalty: 1035.415527 Iteration 7Q: 3 clusters Score -3654534 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69934 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -3655422.750000 Penalty: 1035.415527 Iteration 8Q: 3 clusters Score -3655423 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71890 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -3656314.000000 Penalty: 1035.415527 Iteration 9Q: 3 clusters Score -3656314 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73859 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -3657225.750000 Penalty: 1035.415527 Iteration 10Q: 3 clusters Score -3657226 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75762 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -3658184.000000 Penalty: 1035.415527 Iteration 11Q: 3 clusters Score -3658184 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77608 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -3659136.500000 Penalty: 1035.415527 Iteration 12Q: 3 clusters Score -3659136 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79389 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -3660190.750000 Penalty: 1035.415527 Iteration 13Q: 3 clusters Score -3660191 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81014 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -3661214.250000 Penalty: 1035.415527 Iteration 14Q: 3 clusters Score -3661214 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82485 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -3662164.750000 Penalty: 1035.415527 Iteration 15Q: 3 clusters Score -3662165 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83738 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -3663043.250000 Penalty: 1035.415527 Iteration 16Q: 3 clusters Score -3663043 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84741 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -3663761.250000 Penalty: 1035.415527 Iteration 17Q: 3 clusters Score -3663761 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85490 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -3664289.250000 Penalty: 1035.415527 Iteration 18Q: 3 clusters Score -3664289 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86042 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3664679.250000 Penalty: 1035.415527 Iteration 19Q: 3 clusters Score -3664679 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86438 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -3664923.000000 Penalty: 1035.415527 Iteration 20F: 3 clusters Score -3664923 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86680 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -3665087.500000 Penalty: 1035.415527 Iteration 21Q: 3 clusters Score -3665088 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86858 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -3665223.500000 Penalty: 1035.415527 Iteration 22Q: 3 clusters Score -3665224 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86962 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -3665296.750000 Penalty: 1035.415527 Iteration 23Q: 3 clusters Score -3665297 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87007 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -3665331.250000 Penalty: 1035.415527 Iteration 24Q: 3 clusters Score -3665331 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87048 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -3665366.750000 Penalty: 1035.415527 Iteration 25Q: 3 clusters Score -3665367 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87078 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -3665387.750000 Penalty: 1035.415527 Iteration 26Q: 3 clusters Score -3665388 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87099 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -3665403.000000 Penalty: 1035.415527 Iteration 27Q: 3 clusters Score -3665403 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87110 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -3665412.750000 Penalty: 1035.415527 Iteration 28Q: 3 clusters Score -3665413 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87119 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -3665422.750000 Penalty: 1035.415527 Iteration 29Q: 3 clusters Score -3665423 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87125 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -3665428.750000 Penalty: 1035.415527 Iteration 30Q: 3 clusters Score -3665429 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87129 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3665433.500000 Penalty: 1035.415527 Iteration 31Q: 3 clusters Score -3665434 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87134 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -3665434.000000 Penalty: 1035.415527 Iteration 32Q: 3 clusters Score -3665434 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87137 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -3665439.250000 Penalty: 1035.415527 Iteration 33Q: 3 clusters Score -3665439 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87144 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -3665446.750000 Penalty: 1035.415527 Iteration 34Q: 3 clusters Score -3665447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87148 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -3665449.000000 Penalty: 1035.415527 Iteration 35Q: 3 clusters Score -3665449 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87148 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -3665450.000000 Penalty: 1035.415527 Iteration 36Q: 3 clusters Score -3665450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87147 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3665451.500000 Penalty: 1035.415527 Iteration 37Q: 3 clusters Score -3665452 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87147 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3665451.500000 Penalty: 1035.415527 Iteration 38F: 3 clusters Score -3665452 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Entering Unmasked Estep Score: -65980.992188 Penalty: 348.298737 Iteration 0F: 2 clusters Score -65980.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -64482.062500 Penalty: 696.597473 Iteration 0F: 3 clusters Score -64482.06 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -65212.265625 Penalty: 696.597473 Iteration 1F: 3 clusters Score -65212.27 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -65463.566406 Penalty: 696.597473 Iteration 2F: 3 clusters Score -65463.57 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -65592.320312 Penalty: 696.597473 Iteration 3F: 3 clusters Score -65592.32 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -65694.453125 Penalty: 696.597473 Iteration 4F: 3 clusters Score -65694.45 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -65763.617188 Penalty: 696.597473 Iteration 5Q: 3 clusters Score -65763.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -65817.718750 Penalty: 696.597473 Iteration 6Q: 3 clusters Score -65817.72 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -65884.554688 Penalty: 696.597473 Iteration 7Q: 3 clusters Score -65884.55 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -65933.203125 Penalty: 696.597473 Iteration 8Q: 3 clusters Score -65933.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -65966.835938 Penalty: 696.597473 Iteration 9Q: 3 clusters Score -65966.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -65981.640625 Penalty: 696.597473 Iteration 10Q: 3 clusters Score -65981.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -65991.429688 Penalty: 696.597473 Iteration 11Q: 3 clusters Score -65991.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -65996.609375 Penalty: 696.597473 Iteration 12Q: 3 clusters Score -65996.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -65998.773438 Penalty: 696.597473 Iteration 13Q: 3 clusters Score -65998.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -65999.796875 Penalty: 696.597473 Iteration 14Q: 3 clusters Score -65999.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -66000.820312 Penalty: 696.597473 Iteration 15Q: 3 clusters Score -66000.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -66001.812500 Penalty: 696.597473 Iteration 16Q: 3 clusters Score -66001.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -66002.085938 Penalty: 696.597473 Iteration 17Q: 3 clusters Score -66002.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -66002.367188 Penalty: 696.597473 Iteration 18Q: 3 clusters Score -66002.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -66002.656250 Penalty: 696.597473 Iteration 19Q: 3 clusters Score -66002.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -66002.867188 Penalty: 696.597473 Iteration 20F: 3 clusters Score -66002.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 54741 members Mstep: Class 2 contains 7790 members Mstep: Class 3 contains 1209 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 11395 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 405 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 8137 members Mstep: Class 10 contains 12881 members Mstep: Class 11 contains 34188 members Mstep: Class 12 contains 4942 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 4523 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 87395 members Mstep: Class 17 contains 552 members Mstep: Class 18 contains 6819 members Mstep: Class 19 contains 4207 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 1461 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 26918 members Mstep: Class 25 contains 5220 members Mstep: Class 26 contains 17498 members Mstep: Class 27 contains 420 members Mstep: Class 28 contains 1099 members Mstep: Class 29 contains 863 members Mstep: Class 30 contains 180 members Mstep: Class 31 contains 2807 members Mstep: Class 32 contains 7140 members Mstep: Class 33 contains 1509 members Mstep: Class 34 contains 776 members Mstep: Class 35 contains 33381 members Mstep: Class 36 contains 1125 members Mstep: Class 37 contains 784 members Mstep: Class 38 contains 1415 members Mstep: Class 39 contains 952 members Mstep: Class 40 contains 780 members Mstep: Class 41 contains 621 members Mstep: Class 42 contains 7223 members Mstep: Class 43 contains 13914 members Mstep: Class 44 contains 3064 members Mstep: Class 45 contains 118 members Mstep: Class 46 contains 2876 members Mstep: Class 47 contains 1854 members Mstep: Class 48 contains 1559 members Entering Unmasked Estep Score: -14469303.000000 Penalty: 28138.892578 Splitting cluster 17 changes total score from -14469504.000000 to -14469303.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (6819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Entering Unmasked Estep Score: -259299.203125 Penalty: 401.649780 Iteration 0F: 2 clusters Score -259299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -254730.609375 Penalty: 803.299561 Iteration 0F: 3 clusters Score -254730.6 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -256597.406250 Penalty: 803.299561 Iteration 1F: 3 clusters Score -256597.4 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -256853.984375 Penalty: 803.299561 Iteration 2F: 3 clusters Score -256854 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -257130.812500 Penalty: 803.299561 Iteration 3F: 3 clusters Score -257130.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -257449.546875 Penalty: 803.299561 Iteration 4F: 3 clusters Score -257449.5 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -257725.375000 Penalty: 803.299561 Iteration 5F: 3 clusters Score -257725.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -257935.109375 Penalty: 803.299561 Iteration 6Q: 3 clusters Score -257935.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -258064.328125 Penalty: 803.299561 Iteration 7Q: 3 clusters Score -258064.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -258131.500000 Penalty: 803.299561 Iteration 8Q: 3 clusters Score -258131.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -258167.671875 Penalty: 803.299561 Iteration 9Q: 3 clusters Score -258167.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -258187.703125 Penalty: 803.299561 Iteration 10Q: 3 clusters Score -258187.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -258202.671875 Penalty: 803.299561 Iteration 11Q: 3 clusters Score -258202.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -258211.500000 Penalty: 803.299561 Iteration 12Q: 3 clusters Score -258211.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -258217.546875 Penalty: 803.299561 Iteration 13Q: 3 clusters Score -258217.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -258223.859375 Penalty: 803.299561 Iteration 14Q: 3 clusters Score -258223.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -258230.093750 Penalty: 803.299561 Iteration 15Q: 3 clusters Score -258230.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -258235.187500 Penalty: 803.299561 Iteration 16Q: 3 clusters Score -258235.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -258238.593750 Penalty: 803.299561 Iteration 17Q: 3 clusters Score -258238.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -258242.843750 Penalty: 803.299561 Iteration 18Q: 3 clusters Score -258242.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -258247.984375 Penalty: 803.299561 Iteration 19Q: 3 clusters Score -258248 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -258252.968750 Penalty: 803.299561 Iteration 20F: 3 clusters Score -258253 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -258256.265625 Penalty: 803.299561 Iteration 21Q: 3 clusters Score -258256.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -258258.875000 Penalty: 803.299561 Iteration 22Q: 3 clusters Score -258258.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -258260.890625 Penalty: 803.299561 Iteration 23Q: 3 clusters Score -258260.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -258263.796875 Penalty: 803.299561 Iteration 24Q: 3 clusters Score -258263.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -258266.656250 Penalty: 803.299561 Iteration 25Q: 3 clusters Score -258266.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -258269.453125 Penalty: 803.299561 Iteration 26Q: 3 clusters Score -258269.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -258273.468750 Penalty: 803.299561 Iteration 27Q: 3 clusters Score -258273.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -258276.015625 Penalty: 803.299561 Iteration 28Q: 3 clusters Score -258276 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -258279.156250 Penalty: 803.299561 Iteration 29Q: 3 clusters Score -258279.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -258283.109375 Penalty: 803.299561 Iteration 30Q: 3 clusters Score -258283.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -258285.437500 Penalty: 803.299561 Iteration 31Q: 3 clusters Score -258285.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -258287.203125 Penalty: 803.299561 Iteration 32Q: 3 clusters Score -258287.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -258287.421875 Penalty: 803.299561 Iteration 33Q: 3 clusters Score -258287.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -258288.265625 Penalty: 803.299561 Iteration 34Q: 3 clusters Score -258288.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -258288.171875 Penalty: 803.299561 Iteration 35Q: 3 clusters Score -258288.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -258288.843750 Penalty: 803.299561 Iteration 36Q: 3 clusters Score -258288.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -258289.328125 Penalty: 803.299561 Iteration 37Q: 3 clusters Score -258289.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -258290.437500 Penalty: 803.299561 Iteration 38Q: 3 clusters Score -258290.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -258290.265625 Penalty: 803.299561 Iteration 39Q: 3 clusters Score -258290.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -258291.093750 Penalty: 803.299561 Iteration 40F: 3 clusters Score -258291.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -258291.468750 Penalty: 803.299561 Iteration 41Q: 3 clusters Score -258291.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -258292.109375 Penalty: 803.299561 Iteration 42Q: 3 clusters Score -258292.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -258293.359375 Penalty: 803.299561 Iteration 43Q: 3 clusters Score -258293.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -258294.375000 Penalty: 803.299561 Iteration 44Q: 3 clusters Score -258294.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -258295.703125 Penalty: 803.299561 Iteration 45Q: 3 clusters Score -258295.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -258297.812500 Penalty: 803.299561 Iteration 46Q: 3 clusters Score -258297.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -258299.250000 Penalty: 803.299561 Iteration 47Q: 3 clusters Score -258299.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -258300.359375 Penalty: 803.299561 Iteration 48Q: 3 clusters Score -258300.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -258300.484375 Penalty: 803.299561 Iteration 49Q: 3 clusters Score -258300.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -258301.875000 Penalty: 803.299561 Iteration 50Q: 3 clusters Score -258301.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -258303.734375 Penalty: 803.299561 Iteration 51Q: 3 clusters Score -258303.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -258307.250000 Penalty: 803.299561 Iteration 52Q: 3 clusters Score -258307.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -258309.968750 Penalty: 803.299561 Iteration 53Q: 3 clusters Score -258310 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -258310.765625 Penalty: 803.299561 Iteration 54Q: 3 clusters Score -258310.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -258311.500000 Penalty: 803.299561 Iteration 55Q: 3 clusters Score -258311.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -258311.343750 Penalty: 803.299561 Iteration 56Q: 3 clusters Score -258311.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -258311.796875 Penalty: 803.299561 Iteration 57Q: 3 clusters Score -258311.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -258312.109375 Penalty: 803.299561 Iteration 58Q: 3 clusters Score -258312.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -258312.546875 Penalty: 803.299561 Iteration 59Q: 3 clusters Score -258312.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -258313.156250 Penalty: 803.299561 Iteration 60F: 3 clusters Score -258313.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -258313.546875 Penalty: 803.299561 Iteration 61Q: 3 clusters Score -258313.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -258314.062500 Penalty: 803.299561 Iteration 62Q: 3 clusters Score -258314.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -258314.250000 Penalty: 803.299561 Iteration 63Q: 3 clusters Score -258314.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -258315.203125 Penalty: 803.299561 Iteration 64Q: 3 clusters Score -258315.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -258315.703125 Penalty: 803.299561 Iteration 65Q: 3 clusters Score -258315.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -258315.828125 Penalty: 803.299561 Iteration 66Q: 3 clusters Score -258315.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -258316.453125 Penalty: 803.299561 Iteration 67Q: 3 clusters Score -258316.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -258316.625000 Penalty: 803.299561 Iteration 68Q: 3 clusters Score -258316.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -258317.406250 Penalty: 803.299561 Iteration 69Q: 3 clusters Score -258317.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -258318.859375 Penalty: 803.299561 Iteration 70Q: 3 clusters Score -258318.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -258320.609375 Penalty: 803.299561 Iteration 71Q: 3 clusters Score -258320.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -258321.906250 Penalty: 803.299561 Iteration 72Q: 3 clusters Score -258321.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -258324.156250 Penalty: 803.299561 Iteration 73Q: 3 clusters Score -258324.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -258325.921875 Penalty: 803.299561 Iteration 74Q: 3 clusters Score -258325.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -258330.171875 Penalty: 803.299561 Iteration 75Q: 3 clusters Score -258330.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -258334.078125 Penalty: 803.299561 Iteration 76Q: 3 clusters Score -258334.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -258338.890625 Penalty: 803.299561 Iteration 77Q: 3 clusters Score -258338.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -258343.968750 Penalty: 803.299561 Iteration 78Q: 3 clusters Score -258344 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -258347.750000 Penalty: 803.299561 Iteration 79Q: 3 clusters Score -258347.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -258356.031250 Penalty: 803.299561 Iteration 80F: 3 clusters Score -258356 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -258364.625000 Penalty: 803.299561 Iteration 81Q: 3 clusters Score -258364.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -258373.671875 Penalty: 803.299561 Iteration 82Q: 3 clusters Score -258373.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -258386.203125 Penalty: 803.299561 Iteration 83Q: 3 clusters Score -258386.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -258406.343750 Penalty: 803.299561 Iteration 84Q: 3 clusters Score -258406.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -258424.468750 Penalty: 803.299561 Iteration 85Q: 3 clusters Score -258424.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -258444.468750 Penalty: 803.299561 Iteration 86Q: 3 clusters Score -258444.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -258465.953125 Penalty: 803.299561 Iteration 87Q: 3 clusters Score -258466 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -258487.640625 Penalty: 803.299561 Iteration 88Q: 3 clusters Score -258487.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -258510.437500 Penalty: 803.299561 Iteration 89Q: 3 clusters Score -258510.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -258535.265625 Penalty: 803.299561 Iteration 90Q: 3 clusters Score -258535.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -258556.687500 Penalty: 803.299561 Iteration 91Q: 3 clusters Score -258556.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -258573.718750 Penalty: 803.299561 Iteration 92Q: 3 clusters Score -258573.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -258589.718750 Penalty: 803.299561 Iteration 93Q: 3 clusters Score -258589.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -258604.453125 Penalty: 803.299561 Iteration 94Q: 3 clusters Score -258604.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -258623.156250 Penalty: 803.299561 Iteration 95Q: 3 clusters Score -258623.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -258638.953125 Penalty: 803.299561 Iteration 96Q: 3 clusters Score -258639 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -258652.593750 Penalty: 803.299561 Iteration 97Q: 3 clusters Score -258652.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -258670.859375 Penalty: 803.299561 Iteration 98Q: 3 clusters Score -258670.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -258700.078125 Penalty: 803.299561 Iteration 99Q: 3 clusters Score -258700.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -258723.296875 Penalty: 803.299561 Iteration 100F: 3 clusters Score -258723.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -258747.781250 Penalty: 803.299561 Iteration 101Q: 3 clusters Score -258747.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -258775.843750 Penalty: 803.299561 Iteration 102Q: 3 clusters Score -258775.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -258796.921875 Penalty: 803.299561 Iteration 103Q: 3 clusters Score -258796.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -258812.578125 Penalty: 803.299561 Iteration 104Q: 3 clusters Score -258812.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -258824.156250 Penalty: 803.299561 Iteration 105Q: 3 clusters Score -258824.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -258838.375000 Penalty: 803.299561 Iteration 106Q: 3 clusters Score -258838.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -258850.859375 Penalty: 803.299561 Iteration 107Q: 3 clusters Score -258850.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -258859.609375 Penalty: 803.299561 Iteration 108Q: 3 clusters Score -258859.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -258868.843750 Penalty: 803.299561 Iteration 109Q: 3 clusters Score -258868.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -258878.375000 Penalty: 803.299561 Iteration 110Q: 3 clusters Score -258878.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -258888.406250 Penalty: 803.299561 Iteration 111Q: 3 clusters Score -258888.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -258893.671875 Penalty: 803.299561 Iteration 112Q: 3 clusters Score -258893.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -258896.062500 Penalty: 803.299561 Iteration 113Q: 3 clusters Score -258896.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -258898.375000 Penalty: 803.299561 Iteration 114Q: 3 clusters Score -258898.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -258901.359375 Penalty: 803.299561 Iteration 115Q: 3 clusters Score -258901.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -258904.312500 Penalty: 803.299561 Iteration 116Q: 3 clusters Score -258904.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -258907.281250 Penalty: 803.299561 Iteration 117Q: 3 clusters Score -258907.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -258912.531250 Penalty: 803.299561 Iteration 118Q: 3 clusters Score -258912.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -258915.984375 Penalty: 803.299561 Iteration 119Q: 3 clusters Score -258916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -258918.953125 Penalty: 803.299561 Iteration 120F: 3 clusters Score -258919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -258921.718750 Penalty: 803.299561 Iteration 121Q: 3 clusters Score -258921.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -258922.421875 Penalty: 803.299561 Iteration 122Q: 3 clusters Score -258922.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -258922.421875 Penalty: 803.299561 Iteration 123F: 3 clusters Score -258922.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Entering Unmasked Estep Score: -163690.875000 Penalty: 379.674988 Iteration 0F: 2 clusters Score -163690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -160827.468750 Penalty: 759.349976 Iteration 0F: 3 clusters Score -160827.5 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -161832.843750 Penalty: 759.349976 Iteration 1F: 3 clusters Score -161832.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -161899.515625 Penalty: 759.349976 Iteration 2Q: 3 clusters Score -161899.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -161963.734375 Penalty: 759.349976 Iteration 3Q: 3 clusters Score -161963.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -162025.156250 Penalty: 759.349976 Iteration 4Q: 3 clusters Score -162025.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -162070.578125 Penalty: 759.349976 Iteration 5Q: 3 clusters Score -162070.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -162118.406250 Penalty: 759.349976 Iteration 6Q: 3 clusters Score -162118.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -162165.046875 Penalty: 759.349976 Iteration 7Q: 3 clusters Score -162165 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -162214.859375 Penalty: 759.349976 Iteration 8Q: 3 clusters Score -162214.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -162282.312500 Penalty: 759.349976 Iteration 9Q: 3 clusters Score -162282.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -162364.515625 Penalty: 759.349976 Iteration 10Q: 3 clusters Score -162364.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -162474.171875 Penalty: 759.349976 Iteration 11Q: 3 clusters Score -162474.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -162638.328125 Penalty: 759.349976 Iteration 12F: 3 clusters Score -162638.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -162826.312500 Penalty: 759.349976 Iteration 13F: 3 clusters Score -162826.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -162983.781250 Penalty: 759.349976 Iteration 14Q: 3 clusters Score -162983.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -163113.828125 Penalty: 759.349976 Iteration 15Q: 3 clusters Score -163113.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -163229.390625 Penalty: 759.349976 Iteration 16Q: 3 clusters Score -163229.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -163291.000000 Penalty: 759.349976 Iteration 17Q: 3 clusters Score -163291 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -163336.375000 Penalty: 759.349976 Iteration 18Q: 3 clusters Score -163336.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -163369.968750 Penalty: 759.349976 Iteration 19Q: 3 clusters Score -163370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -163379.437500 Penalty: 759.349976 Iteration 20F: 3 clusters Score -163379.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -163383.484375 Penalty: 759.349976 Iteration 21Q: 3 clusters Score -163383.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -163383.875000 Penalty: 759.349976 Iteration 22Q: 3 clusters Score -163383.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -163383.875000 Penalty: 759.349976 Iteration 23F: 3 clusters Score -163383.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Entering Unmasked Estep Score: -37996.976562 Penalty: 318.515198 Iteration 0F: 2 clusters Score -37996.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -37118.687500 Penalty: 637.030396 Iteration 0F: 3 clusters Score -37118.69 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -37399.453125 Penalty: 637.030396 Iteration 1F: 3 clusters Score -37399.45 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -37462.429688 Penalty: 637.030396 Iteration 2F: 3 clusters Score -37462.43 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -37528.726562 Penalty: 637.030396 Iteration 3F: 3 clusters Score -37528.73 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -37605.687500 Penalty: 637.030396 Iteration 4F: 3 clusters Score -37605.69 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -37690.351562 Penalty: 637.030396 Iteration 5F: 3 clusters Score -37690.35 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -37760.375000 Penalty: 637.030396 Iteration 6F: 3 clusters Score -37760.38 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -37816.644531 Penalty: 637.030396 Iteration 7F: 3 clusters Score -37816.64 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -37850.859375 Penalty: 637.030396 Iteration 8Q: 3 clusters Score -37850.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -37872.750000 Penalty: 637.030396 Iteration 9Q: 3 clusters Score -37872.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -37880.312500 Penalty: 637.030396 Iteration 10Q: 3 clusters Score -37880.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -37885.410156 Penalty: 637.030396 Iteration 11Q: 3 clusters Score -37885.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -37887.660156 Penalty: 637.030396 Iteration 12Q: 3 clusters Score -37887.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -37890.804688 Penalty: 637.030396 Iteration 13Q: 3 clusters Score -37890.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -37894.273438 Penalty: 637.030396 Iteration 14Q: 3 clusters Score -37894.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -37894.714844 Penalty: 637.030396 Iteration 15Q: 3 clusters Score -37894.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -37895.074219 Penalty: 637.030396 Iteration 16Q: 3 clusters Score -37895.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -37895.355469 Penalty: 637.030396 Iteration 17Q: 3 clusters Score -37895.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -37895.355469 Penalty: 637.030396 Iteration 18F: 3 clusters Score -37895.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -7925.516602 Penalty: 255.892807 Iteration 0F: 2 clusters Score -7925.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -7627.341309 Penalty: 511.785614 Iteration 0F: 3 clusters Score -7627.341 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7740.465820 Penalty: 511.785614 Iteration 1F: 3 clusters Score -7740.466 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -7779.589844 Penalty: 511.785614 Iteration 2F: 3 clusters Score -7779.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -7795.128418 Penalty: 511.785614 Iteration 3Q: 3 clusters Score -7795.128 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -7812.634277 Penalty: 511.785614 Iteration 4F: 3 clusters Score -7812.634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -7816.670410 Penalty: 511.785614 Iteration 5Q: 3 clusters Score -7816.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -7821.384277 Penalty: 511.785614 Iteration 6Q: 3 clusters Score -7821.384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -7826.733398 Penalty: 511.785614 Iteration 7Q: 3 clusters Score -7826.733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -7828.483887 Penalty: 511.785614 Iteration 8Q: 3 clusters Score -7828.484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -7831.572266 Penalty: 511.785614 Iteration 9Q: 3 clusters Score -7831.572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -7832.609863 Penalty: 511.785614 Iteration 10Q: 3 clusters Score -7832.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -7835.142578 Penalty: 511.785614 Iteration 11Q: 3 clusters Score -7835.143 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -7837.722656 Penalty: 511.785614 Iteration 12Q: 3 clusters Score -7837.723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -7837.722656 Penalty: 511.785614 Iteration 13F: 3 clusters Score -7837.723 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Entering Unmasked Estep Score: -54029.363281 Penalty: 331.552856 Iteration 0F: 2 clusters Score -54029.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -52920.808594 Penalty: 663.105713 Iteration 0F: 3 clusters Score -52920.81 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -53236.910156 Penalty: 663.105713 Iteration 1F: 3 clusters Score -53236.91 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -53306.148438 Penalty: 663.105713 Iteration 2F: 3 clusters Score -53306.15 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -53357.542969 Penalty: 663.105713 Iteration 3F: 3 clusters Score -53357.54 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -53398.078125 Penalty: 663.105713 Iteration 4Q: 3 clusters Score -53398.08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -53424.710938 Penalty: 663.105713 Iteration 5Q: 3 clusters Score -53424.71 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -53447.437500 Penalty: 663.105713 Iteration 6Q: 3 clusters Score -53447.44 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -53468.898438 Penalty: 663.105713 Iteration 7Q: 3 clusters Score -53468.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -53489.371094 Penalty: 663.105713 Iteration 8Q: 3 clusters Score -53489.37 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -53513.382812 Penalty: 663.105713 Iteration 9Q: 3 clusters Score -53513.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -53530.546875 Penalty: 663.105713 Iteration 10Q: 3 clusters Score -53530.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -53547.410156 Penalty: 663.105713 Iteration 11Q: 3 clusters Score -53547.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -53557.636719 Penalty: 663.105713 Iteration 12Q: 3 clusters Score -53557.64 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -53572.355469 Penalty: 663.105713 Iteration 13Q: 3 clusters Score -53572.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -53583.953125 Penalty: 663.105713 Iteration 14Q: 3 clusters Score -53583.95 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -53595.875000 Penalty: 663.105713 Iteration 15Q: 3 clusters Score -53595.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -53608.753906 Penalty: 663.105713 Iteration 16Q: 3 clusters Score -53608.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -53622.820312 Penalty: 663.105713 Iteration 17Q: 3 clusters Score -53622.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -53630.492188 Penalty: 663.105713 Iteration 18Q: 3 clusters Score -53630.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -53638.152344 Penalty: 663.105713 Iteration 19Q: 3 clusters Score -53638.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -53648.066406 Penalty: 663.105713 Iteration 20F: 3 clusters Score -53648.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -53656.519531 Penalty: 663.105713 Iteration 21Q: 3 clusters Score -53656.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -53665.546875 Penalty: 663.105713 Iteration 22Q: 3 clusters Score -53665.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -53678.183594 Penalty: 663.105713 Iteration 23Q: 3 clusters Score -53678.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -53686.265625 Penalty: 663.105713 Iteration 24Q: 3 clusters Score -53686.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -53692.628906 Penalty: 663.105713 Iteration 25Q: 3 clusters Score -53692.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -53700.800781 Penalty: 663.105713 Iteration 26Q: 3 clusters Score -53700.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -53707.523438 Penalty: 663.105713 Iteration 27Q: 3 clusters Score -53707.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -53711.730469 Penalty: 663.105713 Iteration 28Q: 3 clusters Score -53711.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -53716.976562 Penalty: 663.105713 Iteration 29Q: 3 clusters Score -53716.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -53722.558594 Penalty: 663.105713 Iteration 30Q: 3 clusters Score -53722.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -53730.445312 Penalty: 663.105713 Iteration 31Q: 3 clusters Score -53730.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -53735.855469 Penalty: 663.105713 Iteration 32Q: 3 clusters Score -53735.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -53739.601562 Penalty: 663.105713 Iteration 33Q: 3 clusters Score -53739.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -53743.078125 Penalty: 663.105713 Iteration 34Q: 3 clusters Score -53743.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -53748.210938 Penalty: 663.105713 Iteration 35Q: 3 clusters Score -53748.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -53750.867188 Penalty: 663.105713 Iteration 36Q: 3 clusters Score -53750.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -53751.507812 Penalty: 663.105713 Iteration 37Q: 3 clusters Score -53751.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -53753.078125 Penalty: 663.105713 Iteration 38Q: 3 clusters Score -53753.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -53758.007812 Penalty: 663.105713 Iteration 39Q: 3 clusters Score -53758.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -53764.082031 Penalty: 663.105713 Iteration 40F: 3 clusters Score -53764.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -53768.335938 Penalty: 663.105713 Iteration 41Q: 3 clusters Score -53768.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -53772.562500 Penalty: 663.105713 Iteration 42Q: 3 clusters Score -53772.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -53774.683594 Penalty: 663.105713 Iteration 43Q: 3 clusters Score -53774.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -53775.800781 Penalty: 663.105713 Iteration 44Q: 3 clusters Score -53775.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -53776.031250 Penalty: 663.105713 Iteration 45Q: 3 clusters Score -53776.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -53776.925781 Penalty: 663.105713 Iteration 46Q: 3 clusters Score -53776.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -53777.960938 Penalty: 663.105713 Iteration 47Q: 3 clusters Score -53777.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -53777.960938 Penalty: 663.105713 Iteration 48F: 3 clusters Score -53777.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (88 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Entering Unmasked Estep Score: -2325.263916 Penalty: 203.718826 Iteration 0F: 2 clusters Score -2325.264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2162.894287 Penalty: 407.437653 Iteration 0F: 3 clusters Score -2162.894 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2225.167480 Penalty: 407.437653 Iteration 1F: 3 clusters Score -2225.167 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2248.353760 Penalty: 407.437653 Iteration 2F: 3 clusters Score -2248.354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2258.571533 Penalty: 407.437653 Iteration 3Q: 3 clusters Score -2258.572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2269.966553 Penalty: 407.437653 Iteration 4Q: 3 clusters Score -2269.967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2282.341553 Penalty: 407.437653 Iteration 5Q: 3 clusters Score -2282.342 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2310.691406 Penalty: 407.437653 Iteration 6Q: 3 clusters Score -2310.691 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2310.691406 Penalty: 407.437653 Iteration 7F: 3 clusters Score -2310.691 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (26918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26918 members Entering Unmasked Estep Score: -1024329.812500 Penalty: 464.125031 Iteration 0F: 2 clusters Score -1024330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -1006386.250000 Penalty: 928.250061 Iteration 0F: 3 clusters Score -1006386 nChanged 12900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 12955 members Entering Unmasked Estep Score: -1014317.562500 Penalty: 928.250061 Iteration 1F: 3 clusters Score -1014318 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14170 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -1015180.750000 Penalty: 928.250061 Iteration 2F: 3 clusters Score -1015181 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14547 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -1016351.500000 Penalty: 928.250061 Iteration 3F: 3 clusters Score -1016352 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15109 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -1017638.687500 Penalty: 928.250061 Iteration 4F: 3 clusters Score -1017639 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1018870.937500 Penalty: 928.250061 Iteration 5F: 3 clusters Score -1018871 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -1019842.625000 Penalty: 928.250061 Iteration 6F: 3 clusters Score -1019843 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16297 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -1020330.937500 Penalty: 928.250061 Iteration 7Q: 3 clusters Score -1020331 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -1020551.687500 Penalty: 928.250061 Iteration 8Q: 3 clusters Score -1020552 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16861 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -1020660.187500 Penalty: 928.250061 Iteration 9Q: 3 clusters Score -1020660 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17145 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1020737.750000 Penalty: 928.250061 Iteration 10Q: 3 clusters Score -1020738 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17428 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1020804.750000 Penalty: 928.250061 Iteration 11Q: 3 clusters Score -1020805 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17717 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1020887.750000 Penalty: 928.250061 Iteration 12Q: 3 clusters Score -1020888 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17993 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1020951.750000 Penalty: 928.250061 Iteration 13Q: 3 clusters Score -1020952 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18295 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1021027.750000 Penalty: 928.250061 Iteration 14Q: 3 clusters Score -1021028 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18610 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1021108.125000 Penalty: 928.250061 Iteration 15Q: 3 clusters Score -1021108 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1021198.375000 Penalty: 928.250061 Iteration 16Q: 3 clusters Score -1021198 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19294 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1021301.812500 Penalty: 928.250061 Iteration 17Q: 3 clusters Score -1021302 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19664 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1021404.125000 Penalty: 928.250061 Iteration 18Q: 3 clusters Score -1021404 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20035 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1021514.812500 Penalty: 928.250061 Iteration 19Q: 3 clusters Score -1021515 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20417 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -1021631.500000 Penalty: 928.250061 Iteration 20F: 3 clusters Score -1021632 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20809 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1021755.500000 Penalty: 928.250061 Iteration 21Q: 3 clusters Score -1021756 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -1021880.625000 Penalty: 928.250061 Iteration 22Q: 3 clusters Score -1021881 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21602 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1022029.250000 Penalty: 928.250061 Iteration 23Q: 3 clusters Score -1022029 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22009 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1022192.437500 Penalty: 928.250061 Iteration 24Q: 3 clusters Score -1022192 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1022371.812500 Penalty: 928.250061 Iteration 25Q: 3 clusters Score -1022372 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1022591.812500 Penalty: 928.250061 Iteration 26Q: 3 clusters Score -1022592 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1022816.562500 Penalty: 928.250061 Iteration 27Q: 3 clusters Score -1022817 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23593 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1023014.937500 Penalty: 928.250061 Iteration 28Q: 3 clusters Score -1023015 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23905 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1023188.500000 Penalty: 928.250061 Iteration 29Q: 3 clusters Score -1023188 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1023349.562500 Penalty: 928.250061 Iteration 30Q: 3 clusters Score -1023350 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1023481.875000 Penalty: 928.250061 Iteration 31Q: 3 clusters Score -1023482 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24687 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1023593.750000 Penalty: 928.250061 Iteration 32Q: 3 clusters Score -1023594 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24873 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1023668.250000 Penalty: 928.250061 Iteration 33Q: 3 clusters Score -1023668 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25034 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1023715.250000 Penalty: 928.250061 Iteration 34Q: 3 clusters Score -1023715 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25164 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1023760.500000 Penalty: 928.250061 Iteration 35Q: 3 clusters Score -1023760 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25277 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1023797.000000 Penalty: 928.250061 Iteration 36Q: 3 clusters Score -1023797 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25369 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1023827.125000 Penalty: 928.250061 Iteration 37Q: 3 clusters Score -1023827 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25446 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1023844.625000 Penalty: 928.250061 Iteration 38Q: 3 clusters Score -1023845 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25513 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1023860.500000 Penalty: 928.250061 Iteration 39Q: 3 clusters Score -1023860 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25582 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1023879.937500 Penalty: 928.250061 Iteration 40F: 3 clusters Score -1023880 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25639 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1023894.125000 Penalty: 928.250061 Iteration 41Q: 3 clusters Score -1023894 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25694 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1023908.187500 Penalty: 928.250061 Iteration 42Q: 3 clusters Score -1023908 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25748 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1023922.375000 Penalty: 928.250061 Iteration 43Q: 3 clusters Score -1023922 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25794 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1023933.875000 Penalty: 928.250061 Iteration 44Q: 3 clusters Score -1023934 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25826 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1023939.875000 Penalty: 928.250061 Iteration 45Q: 3 clusters Score -1023940 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25852 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1023943.187500 Penalty: 928.250061 Iteration 46Q: 3 clusters Score -1023943 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25875 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1023946.875000 Penalty: 928.250061 Iteration 47Q: 3 clusters Score -1023947 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25890 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1023949.562500 Penalty: 928.250061 Iteration 48Q: 3 clusters Score -1023950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25902 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1023950.562500 Penalty: 928.250061 Iteration 49Q: 3 clusters Score -1023951 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25912 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1023951.750000 Penalty: 928.250061 Iteration 50Q: 3 clusters Score -1023952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25921 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1023954.375000 Penalty: 928.250061 Iteration 51Q: 3 clusters Score -1023954 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25930 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1023953.500000 Penalty: 928.250061 Iteration 52Q: 3 clusters Score -1023954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25941 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1023958.500000 Penalty: 928.250061 Iteration 53Q: 3 clusters Score -1023958 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1023962.937500 Penalty: 928.250061 Iteration 54Q: 3 clusters Score -1023963 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1023963.125000 Penalty: 928.250061 Iteration 55Q: 3 clusters Score -1023963 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25971 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1023965.000000 Penalty: 928.250061 Iteration 56Q: 3 clusters Score -1023965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25980 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1023966.312500 Penalty: 928.250061 Iteration 57Q: 3 clusters Score -1023966 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25990 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1023967.687500 Penalty: 928.250061 Iteration 58Q: 3 clusters Score -1023968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1023967.125000 Penalty: 928.250061 Iteration 59Q: 3 clusters Score -1023967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26007 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1023968.562500 Penalty: 928.250061 Iteration 60F: 3 clusters Score -1023969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26012 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1023966.625000 Penalty: 928.250061 Iteration 61Q: 3 clusters Score -1023967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26016 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1023967.562500 Penalty: 928.250061 Iteration 62Q: 3 clusters Score -1023968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -1023970.125000 Penalty: 928.250061 Iteration 63Q: 3 clusters Score -1023970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1023970.875000 Penalty: 928.250061 Iteration 64Q: 3 clusters Score -1023971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26031 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1023971.125000 Penalty: 928.250061 Iteration 65Q: 3 clusters Score -1023971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26034 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1023972.125000 Penalty: 928.250061 Iteration 66Q: 3 clusters Score -1023972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26038 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1023971.937500 Penalty: 928.250061 Iteration 67Q: 3 clusters Score -1023972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26039 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1023972.250000 Penalty: 928.250061 Iteration 68Q: 3 clusters Score -1023972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26040 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1023972.437500 Penalty: 928.250061 Iteration 69Q: 3 clusters Score -1023972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26042 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1023972.875000 Penalty: 928.250061 Iteration 70Q: 3 clusters Score -1023973 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26042 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1023972.875000 Penalty: 928.250061 Iteration 71F: 3 clusters Score -1023973 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Entering Unmasked Estep Score: -211587.109375 Penalty: 389.491516 Iteration 0F: 2 clusters Score -211587.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -208043.328125 Penalty: 778.983032 Iteration 0F: 3 clusters Score -208043.3 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -209439.640625 Penalty: 778.983032 Iteration 1F: 3 clusters Score -209439.6 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -209624.390625 Penalty: 778.983032 Iteration 2F: 3 clusters Score -209624.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -209832.078125 Penalty: 778.983032 Iteration 3F: 3 clusters Score -209832.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -210086.203125 Penalty: 778.983032 Iteration 4F: 3 clusters Score -210086.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -210352.296875 Penalty: 778.983032 Iteration 5F: 3 clusters Score -210352.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -210534.281250 Penalty: 778.983032 Iteration 6F: 3 clusters Score -210534.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -210630.078125 Penalty: 778.983032 Iteration 7Q: 3 clusters Score -210630.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -210678.328125 Penalty: 778.983032 Iteration 8Q: 3 clusters Score -210678.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -210708.125000 Penalty: 778.983032 Iteration 9Q: 3 clusters Score -210708.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -210730.656250 Penalty: 778.983032 Iteration 10Q: 3 clusters Score -210730.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -210748.593750 Penalty: 778.983032 Iteration 11Q: 3 clusters Score -210748.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -210763.734375 Penalty: 778.983032 Iteration 12Q: 3 clusters Score -210763.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -210771.937500 Penalty: 778.983032 Iteration 13Q: 3 clusters Score -210771.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -210776.781250 Penalty: 778.983032 Iteration 14Q: 3 clusters Score -210776.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -210780.125000 Penalty: 778.983032 Iteration 15Q: 3 clusters Score -210780.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -210782.484375 Penalty: 778.983032 Iteration 16Q: 3 clusters Score -210782.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -210784.484375 Penalty: 778.983032 Iteration 17Q: 3 clusters Score -210784.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -210785.593750 Penalty: 778.983032 Iteration 18Q: 3 clusters Score -210785.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -210787.250000 Penalty: 778.983032 Iteration 19Q: 3 clusters Score -210787.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -210789.234375 Penalty: 778.983032 Iteration 20F: 3 clusters Score -210789.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -210789.312500 Penalty: 778.983032 Iteration 21Q: 3 clusters Score -210789.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -210790.750000 Penalty: 778.983032 Iteration 22Q: 3 clusters Score -210790.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -210791.718750 Penalty: 778.983032 Iteration 23Q: 3 clusters Score -210791.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -210792.468750 Penalty: 778.983032 Iteration 24Q: 3 clusters Score -210792.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -210793.343750 Penalty: 778.983032 Iteration 25Q: 3 clusters Score -210793.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -210793.843750 Penalty: 778.983032 Iteration 26Q: 3 clusters Score -210793.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -210794.062500 Penalty: 778.983032 Iteration 27Q: 3 clusters Score -210794.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -210794.375000 Penalty: 778.983032 Iteration 28Q: 3 clusters Score -210794.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -210794.375000 Penalty: 778.983032 Iteration 29F: 3 clusters Score -210794.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (17498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17498 members Entering Unmasked Estep Score: -664505.000000 Penalty: 444.527832 Iteration 0F: 2 clusters Score -664505 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 8685 members Entering Unmasked Estep Score: -652942.000000 Penalty: 889.055664 Iteration 0F: 3 clusters Score -652942 nChanged 8222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -657890.250000 Penalty: 889.055664 Iteration 1F: 3 clusters Score -657890.2 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -658367.312500 Penalty: 889.055664 Iteration 2F: 3 clusters Score -658367.3 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -659015.875000 Penalty: 889.055664 Iteration 3F: 3 clusters Score -659015.9 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -659765.062500 Penalty: 889.055664 Iteration 4F: 3 clusters Score -659765.1 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -660534.125000 Penalty: 889.055664 Iteration 5F: 3 clusters Score -660534.1 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -661263.625000 Penalty: 889.055664 Iteration 6F: 3 clusters Score -661263.6 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11876 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -661906.875000 Penalty: 889.055664 Iteration 7Q: 3 clusters Score -661906.9 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -662332.000000 Penalty: 889.055664 Iteration 8Q: 3 clusters Score -662332 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -662646.625000 Penalty: 889.055664 Iteration 9Q: 3 clusters Score -662646.6 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -662880.937500 Penalty: 889.055664 Iteration 10Q: 3 clusters Score -662880.9 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -663038.437500 Penalty: 889.055664 Iteration 11Q: 3 clusters Score -663038.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -663150.062500 Penalty: 889.055664 Iteration 12Q: 3 clusters Score -663150.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -663235.625000 Penalty: 889.055664 Iteration 13Q: 3 clusters Score -663235.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -663301.875000 Penalty: 889.055664 Iteration 14Q: 3 clusters Score -663301.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -663353.437500 Penalty: 889.055664 Iteration 15Q: 3 clusters Score -663353.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -663394.062500 Penalty: 889.055664 Iteration 16Q: 3 clusters Score -663394.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -663425.437500 Penalty: 889.055664 Iteration 17Q: 3 clusters Score -663425.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -663442.062500 Penalty: 889.055664 Iteration 18Q: 3 clusters Score -663442.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -663455.062500 Penalty: 889.055664 Iteration 19Q: 3 clusters Score -663455.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -663464.750000 Penalty: 889.055664 Iteration 20F: 3 clusters Score -663464.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -663473.375000 Penalty: 889.055664 Iteration 21Q: 3 clusters Score -663473.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13864 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -663486.375000 Penalty: 889.055664 Iteration 22Q: 3 clusters Score -663486.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -663497.000000 Penalty: 889.055664 Iteration 23Q: 3 clusters Score -663497 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14020 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -663512.000000 Penalty: 889.055664 Iteration 24Q: 3 clusters Score -663512 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -663527.250000 Penalty: 889.055664 Iteration 25Q: 3 clusters Score -663527.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -663547.062500 Penalty: 889.055664 Iteration 26Q: 3 clusters Score -663547.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -663562.812500 Penalty: 889.055664 Iteration 27Q: 3 clusters Score -663562.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -663576.125000 Penalty: 889.055664 Iteration 28Q: 3 clusters Score -663576.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -663588.625000 Penalty: 889.055664 Iteration 29Q: 3 clusters Score -663588.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -663605.500000 Penalty: 889.055664 Iteration 30Q: 3 clusters Score -663605.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -663623.062500 Penalty: 889.055664 Iteration 31Q: 3 clusters Score -663623.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -663634.812500 Penalty: 889.055664 Iteration 32Q: 3 clusters Score -663634.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -663646.000000 Penalty: 889.055664 Iteration 33Q: 3 clusters Score -663646 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14843 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -663655.750000 Penalty: 889.055664 Iteration 34Q: 3 clusters Score -663655.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14898 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -663663.687500 Penalty: 889.055664 Iteration 35Q: 3 clusters Score -663663.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14975 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -663676.312500 Penalty: 889.055664 Iteration 36Q: 3 clusters Score -663676.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -663688.750000 Penalty: 889.055664 Iteration 37Q: 3 clusters Score -663688.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -663700.437500 Penalty: 889.055664 Iteration 38Q: 3 clusters Score -663700.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15193 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -663713.437500 Penalty: 889.055664 Iteration 39Q: 3 clusters Score -663713.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -663720.125000 Penalty: 889.055664 Iteration 40F: 3 clusters Score -663720.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -663730.250000 Penalty: 889.055664 Iteration 41Q: 3 clusters Score -663730.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15365 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -663741.000000 Penalty: 889.055664 Iteration 42Q: 3 clusters Score -663741 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -663750.250000 Penalty: 889.055664 Iteration 43Q: 3 clusters Score -663750.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -663768.875000 Penalty: 889.055664 Iteration 44Q: 3 clusters Score -663768.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15599 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -663785.750000 Penalty: 889.055664 Iteration 45Q: 3 clusters Score -663785.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -663809.625000 Penalty: 889.055664 Iteration 46Q: 3 clusters Score -663809.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -663825.250000 Penalty: 889.055664 Iteration 47Q: 3 clusters Score -663825.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15844 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -663843.937500 Penalty: 889.055664 Iteration 48Q: 3 clusters Score -663843.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -663862.875000 Penalty: 889.055664 Iteration 49Q: 3 clusters Score -663862.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -663884.937500 Penalty: 889.055664 Iteration 50Q: 3 clusters Score -663884.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -663914.437500 Penalty: 889.055664 Iteration 51Q: 3 clusters Score -663914.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -663944.125000 Penalty: 889.055664 Iteration 52Q: 3 clusters Score -663944.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16240 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -663973.687500 Penalty: 889.055664 Iteration 53Q: 3 clusters Score -663973.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16314 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -663996.250000 Penalty: 889.055664 Iteration 54Q: 3 clusters Score -663996.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -664014.562500 Penalty: 889.055664 Iteration 55Q: 3 clusters Score -664014.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -664030.437500 Penalty: 889.055664 Iteration 56Q: 3 clusters Score -664030.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16487 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -664043.875000 Penalty: 889.055664 Iteration 57Q: 3 clusters Score -664043.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -664055.500000 Penalty: 889.055664 Iteration 58Q: 3 clusters Score -664055.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -664071.750000 Penalty: 889.055664 Iteration 59Q: 3 clusters Score -664071.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -664089.250000 Penalty: 889.055664 Iteration 60F: 3 clusters Score -664089.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16669 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -664103.562500 Penalty: 889.055664 Iteration 61Q: 3 clusters Score -664103.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -664114.562500 Penalty: 889.055664 Iteration 62Q: 3 clusters Score -664114.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -664128.062500 Penalty: 889.055664 Iteration 63Q: 3 clusters Score -664128.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -664137.625000 Penalty: 889.055664 Iteration 64Q: 3 clusters Score -664137.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16792 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -664145.812500 Penalty: 889.055664 Iteration 65Q: 3 clusters Score -664145.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16808 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -664148.937500 Penalty: 889.055664 Iteration 66Q: 3 clusters Score -664148.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16824 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -664154.500000 Penalty: 889.055664 Iteration 67Q: 3 clusters Score -664154.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -664161.375000 Penalty: 889.055664 Iteration 68Q: 3 clusters Score -664161.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16854 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -664161.750000 Penalty: 889.055664 Iteration 69Q: 3 clusters Score -664161.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -664167.187500 Penalty: 889.055664 Iteration 70Q: 3 clusters Score -664167.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -664171.500000 Penalty: 889.055664 Iteration 71Q: 3 clusters Score -664171.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -664172.250000 Penalty: 889.055664 Iteration 72Q: 3 clusters Score -664172.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16896 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -664173.625000 Penalty: 889.055664 Iteration 73Q: 3 clusters Score -664173.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16905 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -664175.437500 Penalty: 889.055664 Iteration 74Q: 3 clusters Score -664175.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16909 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -664177.562500 Penalty: 889.055664 Iteration 75Q: 3 clusters Score -664177.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16910 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -664178.875000 Penalty: 889.055664 Iteration 76Q: 3 clusters Score -664178.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -664178.437500 Penalty: 889.055664 Iteration 77Q: 3 clusters Score -664178.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16913 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -664179.625000 Penalty: 889.055664 Iteration 78Q: 3 clusters Score -664179.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16913 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -664179.625000 Penalty: 889.055664 Iteration 79F: 3 clusters Score -664179.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -16463.169922 Penalty: 274.831573 Iteration 0F: 2 clusters Score -16463.17 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 203 members Entering Unmasked Estep Score: -16028.876953 Penalty: 549.663147 Iteration 0F: 3 clusters Score -16028.88 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16131.187500 Penalty: 549.663147 Iteration 1F: 3 clusters Score -16131.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -16165.875000 Penalty: 549.663147 Iteration 2F: 3 clusters Score -16165.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -16192.176758 Penalty: 549.663147 Iteration 3F: 3 clusters Score -16192.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16205.417969 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -16205.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -16213.046875 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -16213.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16216.178711 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -16216.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -16217.120117 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -16217.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -16217.120117 Penalty: 549.663147 Iteration 8F: 3 clusters Score -16217.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Entering Unmasked Estep Score: -42033.640625 Penalty: 318.598083 Iteration 0F: 2 clusters Score -42033.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -41159.210938 Penalty: 637.196167 Iteration 0F: 3 clusters Score -41159.21 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -41423.285156 Penalty: 637.196167 Iteration 1F: 3 clusters Score -41423.29 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -41482.886719 Penalty: 637.196167 Iteration 2F: 3 clusters Score -41482.89 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -41529.000000 Penalty: 637.196167 Iteration 3F: 3 clusters Score -41529 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -41560.097656 Penalty: 637.196167 Iteration 4Q: 3 clusters Score -41560.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -41575.187500 Penalty: 637.196167 Iteration 5Q: 3 clusters Score -41575.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -41595.281250 Penalty: 637.196167 Iteration 6Q: 3 clusters Score -41595.28 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -41607.402344 Penalty: 637.196167 Iteration 7Q: 3 clusters Score -41607.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -41617.515625 Penalty: 637.196167 Iteration 8Q: 3 clusters Score -41617.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -41635.226562 Penalty: 637.196167 Iteration 9Q: 3 clusters Score -41635.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -41644.113281 Penalty: 637.196167 Iteration 10Q: 3 clusters Score -41644.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -41655.140625 Penalty: 637.196167 Iteration 11Q: 3 clusters Score -41655.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -41661.964844 Penalty: 637.196167 Iteration 12Q: 3 clusters Score -41661.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -41668.875000 Penalty: 637.196167 Iteration 13Q: 3 clusters Score -41668.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -41673.628906 Penalty: 637.196167 Iteration 14Q: 3 clusters Score -41673.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -41679.085938 Penalty: 637.196167 Iteration 15Q: 3 clusters Score -41679.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -41690.832031 Penalty: 637.196167 Iteration 16Q: 3 clusters Score -41690.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -41712.308594 Penalty: 637.196167 Iteration 17Q: 3 clusters Score -41712.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -41730.054688 Penalty: 637.196167 Iteration 18Q: 3 clusters Score -41730.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -41736.535156 Penalty: 637.196167 Iteration 19Q: 3 clusters Score -41736.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -41743.378906 Penalty: 637.196167 Iteration 20F: 3 clusters Score -41743.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -41748.996094 Penalty: 637.196167 Iteration 21Q: 3 clusters Score -41749 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -41752.472656 Penalty: 637.196167 Iteration 22Q: 3 clusters Score -41752.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -41755.050781 Penalty: 637.196167 Iteration 23Q: 3 clusters Score -41755.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -41756.828125 Penalty: 637.196167 Iteration 24Q: 3 clusters Score -41756.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -41759.867188 Penalty: 637.196167 Iteration 25Q: 3 clusters Score -41759.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -41760.527344 Penalty: 637.196167 Iteration 26Q: 3 clusters Score -41760.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -41760.976562 Penalty: 637.196167 Iteration 27Q: 3 clusters Score -41760.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -41761.089844 Penalty: 637.196167 Iteration 28Q: 3 clusters Score -41761.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -41761.089844 Penalty: 637.196167 Iteration 29F: 3 clusters Score -41761.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Entering Unmasked Estep Score: -28548.445312 Penalty: 307.598877 Iteration 0F: 2 clusters Score -28548.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -27845.683594 Penalty: 615.197754 Iteration 0F: 3 clusters Score -27845.68 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -28070.796875 Penalty: 615.197754 Iteration 1F: 3 clusters Score -28070.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -28125.091797 Penalty: 615.197754 Iteration 2F: 3 clusters Score -28125.09 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -28164.875000 Penalty: 615.197754 Iteration 3F: 3 clusters Score -28164.88 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -28200.636719 Penalty: 615.197754 Iteration 4Q: 3 clusters Score -28200.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -28223.539062 Penalty: 615.197754 Iteration 5Q: 3 clusters Score -28223.54 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -28249.792969 Penalty: 615.197754 Iteration 6Q: 3 clusters Score -28249.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -28263.263672 Penalty: 615.197754 Iteration 7Q: 3 clusters Score -28263.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -28272.689453 Penalty: 615.197754 Iteration 8Q: 3 clusters Score -28272.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -28282.281250 Penalty: 615.197754 Iteration 9Q: 3 clusters Score -28282.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -28291.000000 Penalty: 615.197754 Iteration 10Q: 3 clusters Score -28291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -28295.867188 Penalty: 615.197754 Iteration 11Q: 3 clusters Score -28295.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -28305.003906 Penalty: 615.197754 Iteration 12Q: 3 clusters Score -28305 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -28309.279297 Penalty: 615.197754 Iteration 13Q: 3 clusters Score -28309.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -28317.406250 Penalty: 615.197754 Iteration 14Q: 3 clusters Score -28317.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -28330.982422 Penalty: 615.197754 Iteration 15Q: 3 clusters Score -28330.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -28335.408203 Penalty: 615.197754 Iteration 16Q: 3 clusters Score -28335.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -28336.318359 Penalty: 615.197754 Iteration 17Q: 3 clusters Score -28336.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28337.378906 Penalty: 615.197754 Iteration 18Q: 3 clusters Score -28337.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -28340.000000 Penalty: 615.197754 Iteration 19Q: 3 clusters Score -28340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -28342.810547 Penalty: 615.197754 Iteration 20F: 3 clusters Score -28342.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -28345.117188 Penalty: 615.197754 Iteration 21Q: 3 clusters Score -28345.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -28347.388672 Penalty: 615.197754 Iteration 22Q: 3 clusters Score -28347.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -28347.792969 Penalty: 615.197754 Iteration 23Q: 3 clusters Score -28347.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -28348.480469 Penalty: 615.197754 Iteration 24Q: 3 clusters Score -28348.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -28348.820312 Penalty: 615.197754 Iteration 25Q: 3 clusters Score -28348.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -28349.699219 Penalty: 615.197754 Iteration 26Q: 3 clusters Score -28349.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -28350.574219 Penalty: 615.197754 Iteration 27Q: 3 clusters Score -28350.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -28350.574219 Penalty: 615.197754 Iteration 28F: 3 clusters Score -28350.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -5969.960938 Penalty: 236.279541 Iteration 0F: 2 clusters Score -5969.961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5700.866699 Penalty: 472.559082 Iteration 0F: 3 clusters Score -5700.867 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5759.385254 Penalty: 472.559082 Iteration 1F: 3 clusters Score -5759.385 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5778.897949 Penalty: 472.559082 Iteration 2F: 3 clusters Score -5778.898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5784.679688 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -5784.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5787.508301 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -5787.508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5787.508301 Penalty: 472.559082 Iteration 5F: 3 clusters Score -5787.508 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (2807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Entering Unmasked Estep Score: -116499.632812 Penalty: 361.264160 Iteration 0F: 2 clusters Score -116499.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -114535.234375 Penalty: 722.528320 Iteration 0F: 3 clusters Score -114535.2 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -115246.718750 Penalty: 722.528320 Iteration 1F: 3 clusters Score -115246.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -115335.781250 Penalty: 722.528320 Iteration 2F: 3 clusters Score -115335.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -115400.570312 Penalty: 722.528320 Iteration 3F: 3 clusters Score -115400.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -115466.054688 Penalty: 722.528320 Iteration 4Q: 3 clusters Score -115466.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -115522.046875 Penalty: 722.528320 Iteration 5Q: 3 clusters Score -115522 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -115583.335938 Penalty: 722.528320 Iteration 6Q: 3 clusters Score -115583.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -115650.500000 Penalty: 722.528320 Iteration 7Q: 3 clusters Score -115650.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -115718.703125 Penalty: 722.528320 Iteration 8Q: 3 clusters Score -115718.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -115788.757812 Penalty: 722.528320 Iteration 9Q: 3 clusters Score -115788.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -115852.796875 Penalty: 722.528320 Iteration 10Q: 3 clusters Score -115852.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -115895.679688 Penalty: 722.528320 Iteration 11Q: 3 clusters Score -115895.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -115936.429688 Penalty: 722.528320 Iteration 12Q: 3 clusters Score -115936.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -115972.867188 Penalty: 722.528320 Iteration 13Q: 3 clusters Score -115972.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -116000.648438 Penalty: 722.528320 Iteration 14Q: 3 clusters Score -116000.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -116023.609375 Penalty: 722.528320 Iteration 15Q: 3 clusters Score -116023.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -116040.234375 Penalty: 722.528320 Iteration 16Q: 3 clusters Score -116040.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -116054.625000 Penalty: 722.528320 Iteration 17Q: 3 clusters Score -116054.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -116070.757812 Penalty: 722.528320 Iteration 18Q: 3 clusters Score -116070.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -116083.742188 Penalty: 722.528320 Iteration 19Q: 3 clusters Score -116083.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -116092.414062 Penalty: 722.528320 Iteration 20F: 3 clusters Score -116092.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -116099.445312 Penalty: 722.528320 Iteration 21Q: 3 clusters Score -116099.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -116106.484375 Penalty: 722.528320 Iteration 22Q: 3 clusters Score -116106.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -116112.554688 Penalty: 722.528320 Iteration 23Q: 3 clusters Score -116112.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -116117.210938 Penalty: 722.528320 Iteration 24Q: 3 clusters Score -116117.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -116121.375000 Penalty: 722.528320 Iteration 25Q: 3 clusters Score -116121.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -116123.929688 Penalty: 722.528320 Iteration 26Q: 3 clusters Score -116123.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -116125.710938 Penalty: 722.528320 Iteration 27Q: 3 clusters Score -116125.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -116127.328125 Penalty: 722.528320 Iteration 28Q: 3 clusters Score -116127.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -116128.437500 Penalty: 722.528320 Iteration 29Q: 3 clusters Score -116128.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -116130.523438 Penalty: 722.528320 Iteration 30Q: 3 clusters Score -116130.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -116133.632812 Penalty: 722.528320 Iteration 31Q: 3 clusters Score -116133.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -116135.218750 Penalty: 722.528320 Iteration 32Q: 3 clusters Score -116135.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -116137.382812 Penalty: 722.528320 Iteration 33Q: 3 clusters Score -116137.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -116140.414062 Penalty: 722.528320 Iteration 34Q: 3 clusters Score -116140.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -116147.031250 Penalty: 722.528320 Iteration 35Q: 3 clusters Score -116147 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -116151.226562 Penalty: 722.528320 Iteration 36Q: 3 clusters Score -116151.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -116156.070312 Penalty: 722.528320 Iteration 37Q: 3 clusters Score -116156.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -116162.664062 Penalty: 722.528320 Iteration 38Q: 3 clusters Score -116162.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -116167.289062 Penalty: 722.528320 Iteration 39Q: 3 clusters Score -116167.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -116172.226562 Penalty: 722.528320 Iteration 40F: 3 clusters Score -116172.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -116178.195312 Penalty: 722.528320 Iteration 41Q: 3 clusters Score -116178.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -116182.828125 Penalty: 722.528320 Iteration 42Q: 3 clusters Score -116182.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -116187.851562 Penalty: 722.528320 Iteration 43Q: 3 clusters Score -116187.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -116190.890625 Penalty: 722.528320 Iteration 44Q: 3 clusters Score -116190.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -116191.468750 Penalty: 722.528320 Iteration 45Q: 3 clusters Score -116191.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -116191.937500 Penalty: 722.528320 Iteration 46Q: 3 clusters Score -116191.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -116191.937500 Penalty: 722.528320 Iteration 47F: 3 clusters Score -116191.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Entering Unmasked Estep Score: -283985.468750 Penalty: 403.742798 Iteration 0F: 2 clusters Score -283985.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -279196.968750 Penalty: 807.485596 Iteration 0F: 3 clusters Score -279197 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -280974.500000 Penalty: 807.485596 Iteration 1F: 3 clusters Score -280974.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -281174.937500 Penalty: 807.485596 Iteration 2F: 3 clusters Score -281174.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -281436.937500 Penalty: 807.485596 Iteration 3F: 3 clusters Score -281436.9 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -281754.218750 Penalty: 807.485596 Iteration 4F: 3 clusters Score -281754.2 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -282144.125000 Penalty: 807.485596 Iteration 5F: 3 clusters Score -282144.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -282523.312500 Penalty: 807.485596 Iteration 6F: 3 clusters Score -282523.3 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -282797.968750 Penalty: 807.485596 Iteration 7F: 3 clusters Score -282798 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -283011.000000 Penalty: 807.485596 Iteration 8Q: 3 clusters Score -283011 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -283166.562500 Penalty: 807.485596 Iteration 9Q: 3 clusters Score -283166.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -283297.781250 Penalty: 807.485596 Iteration 10Q: 3 clusters Score -283297.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -283384.281250 Penalty: 807.485596 Iteration 11Q: 3 clusters Score -283384.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -283440.656250 Penalty: 807.485596 Iteration 12Q: 3 clusters Score -283440.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -283492.687500 Penalty: 807.485596 Iteration 13Q: 3 clusters Score -283492.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -283530.156250 Penalty: 807.485596 Iteration 14Q: 3 clusters Score -283530.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -283557.250000 Penalty: 807.485596 Iteration 15Q: 3 clusters Score -283557.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -283591.250000 Penalty: 807.485596 Iteration 16Q: 3 clusters Score -283591.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -283620.218750 Penalty: 807.485596 Iteration 17Q: 3 clusters Score -283620.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -283642.312500 Penalty: 807.485596 Iteration 18Q: 3 clusters Score -283642.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -283657.562500 Penalty: 807.485596 Iteration 19Q: 3 clusters Score -283657.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -283673.156250 Penalty: 807.485596 Iteration 20F: 3 clusters Score -283673.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -283677.531250 Penalty: 807.485596 Iteration 21Q: 3 clusters Score -283677.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -283681.000000 Penalty: 807.485596 Iteration 22Q: 3 clusters Score -283681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -283684.218750 Penalty: 807.485596 Iteration 23Q: 3 clusters Score -283684.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -283689.281250 Penalty: 807.485596 Iteration 24Q: 3 clusters Score -283689.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -283694.343750 Penalty: 807.485596 Iteration 25Q: 3 clusters Score -283694.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -283699.968750 Penalty: 807.485596 Iteration 26Q: 3 clusters Score -283700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -283704.187500 Penalty: 807.485596 Iteration 27Q: 3 clusters Score -283704.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -283707.093750 Penalty: 807.485596 Iteration 28Q: 3 clusters Score -283707.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -283708.593750 Penalty: 807.485596 Iteration 29Q: 3 clusters Score -283708.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -283709.562500 Penalty: 807.485596 Iteration 30Q: 3 clusters Score -283709.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -283710.687500 Penalty: 807.485596 Iteration 31Q: 3 clusters Score -283710.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -283710.531250 Penalty: 807.485596 Iteration 32Q: 3 clusters Score -283710.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -283712.312500 Penalty: 807.485596 Iteration 33Q: 3 clusters Score -283712.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -283713.187500 Penalty: 807.485596 Iteration 34Q: 3 clusters Score -283713.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -283713.406250 Penalty: 807.485596 Iteration 35Q: 3 clusters Score -283713.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -283713.406250 Penalty: 807.485596 Iteration 36F: 3 clusters Score -283713.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Entering Unmasked Estep Score: -51957.941406 Penalty: 333.023712 Iteration 0F: 2 clusters Score -51957.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -50835.718750 Penalty: 666.047424 Iteration 0F: 3 clusters Score -50835.72 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -51265.707031 Penalty: 666.047424 Iteration 1F: 3 clusters Score -51265.71 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -51486.187500 Penalty: 666.047424 Iteration 2F: 3 clusters Score -51486.19 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -51618.410156 Penalty: 666.047424 Iteration 3F: 3 clusters Score -51618.41 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -51702.707031 Penalty: 666.047424 Iteration 4F: 3 clusters Score -51702.71 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -51781.949219 Penalty: 666.047424 Iteration 5Q: 3 clusters Score -51781.95 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -51818.253906 Penalty: 666.047424 Iteration 6Q: 3 clusters Score -51818.25 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -51834.738281 Penalty: 666.047424 Iteration 7Q: 3 clusters Score -51834.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -51847.023438 Penalty: 666.047424 Iteration 8Q: 3 clusters Score -51847.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -51853.925781 Penalty: 666.047424 Iteration 9Q: 3 clusters Score -51853.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -51858.042969 Penalty: 666.047424 Iteration 10Q: 3 clusters Score -51858.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -51863.238281 Penalty: 666.047424 Iteration 11Q: 3 clusters Score -51863.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -51865.652344 Penalty: 666.047424 Iteration 12Q: 3 clusters Score -51865.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -51869.914062 Penalty: 666.047424 Iteration 13Q: 3 clusters Score -51869.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -51873.132812 Penalty: 666.047424 Iteration 14Q: 3 clusters Score -51873.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -51876.734375 Penalty: 666.047424 Iteration 15Q: 3 clusters Score -51876.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -51878.648438 Penalty: 666.047424 Iteration 16Q: 3 clusters Score -51878.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -51880.058594 Penalty: 666.047424 Iteration 17Q: 3 clusters Score -51880.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -51880.421875 Penalty: 666.047424 Iteration 18Q: 3 clusters Score -51880.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -51880.636719 Penalty: 666.047424 Iteration 19Q: 3 clusters Score -51880.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -51880.863281 Penalty: 666.047424 Iteration 20F: 3 clusters Score -51880.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -51881.121094 Penalty: 666.047424 Iteration 21Q: 3 clusters Score -51881.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -51881.121094 Penalty: 666.047424 Iteration 22F: 3 clusters Score -51881.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Entering Unmasked Estep Score: -29202.464844 Penalty: 302.763947 Iteration 0F: 2 clusters Score -29202.46 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 407 members Entering Unmasked Estep Score: -28552.941406 Penalty: 605.527893 Iteration 0F: 3 clusters Score -28552.94 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -28735.001953 Penalty: 605.527893 Iteration 1F: 3 clusters Score -28735 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -28773.332031 Penalty: 605.527893 Iteration 2F: 3 clusters Score -28773.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -28793.791016 Penalty: 605.527893 Iteration 3Q: 3 clusters Score -28793.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -28810.250000 Penalty: 605.527893 Iteration 4Q: 3 clusters Score -28810.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -28828.701172 Penalty: 605.527893 Iteration 5Q: 3 clusters Score -28828.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -28837.787109 Penalty: 605.527893 Iteration 6Q: 3 clusters Score -28837.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -28841.767578 Penalty: 605.527893 Iteration 7Q: 3 clusters Score -28841.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -28844.562500 Penalty: 605.527893 Iteration 8Q: 3 clusters Score -28844.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -28846.187500 Penalty: 605.527893 Iteration 9Q: 3 clusters Score -28846.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -28848.648438 Penalty: 605.527893 Iteration 10Q: 3 clusters Score -28848.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -28852.898438 Penalty: 605.527893 Iteration 11Q: 3 clusters Score -28852.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -28856.949219 Penalty: 605.527893 Iteration 12Q: 3 clusters Score -28856.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -28859.027344 Penalty: 605.527893 Iteration 13Q: 3 clusters Score -28859.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -28861.201172 Penalty: 605.527893 Iteration 14Q: 3 clusters Score -28861.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -28864.619141 Penalty: 605.527893 Iteration 15Q: 3 clusters Score -28864.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -28877.542969 Penalty: 605.527893 Iteration 16Q: 3 clusters Score -28877.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -28891.896484 Penalty: 605.527893 Iteration 17Q: 3 clusters Score -28891.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -28902.082031 Penalty: 605.527893 Iteration 18Q: 3 clusters Score -28902.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -28916.062500 Penalty: 605.527893 Iteration 19Q: 3 clusters Score -28916.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -28933.523438 Penalty: 605.527893 Iteration 20F: 3 clusters Score -28933.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -28947.732422 Penalty: 605.527893 Iteration 21Q: 3 clusters Score -28947.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -28954.757812 Penalty: 605.527893 Iteration 22Q: 3 clusters Score -28954.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -28956.251953 Penalty: 605.527893 Iteration 23Q: 3 clusters Score -28956.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -28956.710938 Penalty: 605.527893 Iteration 24Q: 3 clusters Score -28956.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -28958.478516 Penalty: 605.527893 Iteration 25Q: 3 clusters Score -28958.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -28958.478516 Penalty: 605.527893 Iteration 26F: 3 clusters Score -28958.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (33381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33381 members Entering Unmasked Estep Score: -1315596.125000 Penalty: 473.916260 Iteration 0F: 2 clusters Score -1315596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -1293334.250000 Penalty: 947.832520 Iteration 0F: 3 clusters Score -1293334 nChanged 16028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 16645 members Entering Unmasked Estep Score: -1304058.125000 Penalty: 947.832520 Iteration 1F: 3 clusters Score -1304058 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16598 members Mstep: Class 2 contains 16783 members Entering Unmasked Estep Score: -1305118.625000 Penalty: 947.832520 Iteration 2F: 3 clusters Score -1305119 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 16904 members Entering Unmasked Estep Score: -1306142.625000 Penalty: 947.832520 Iteration 3F: 3 clusters Score -1306143 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -1307029.125000 Penalty: 947.832520 Iteration 4F: 3 clusters Score -1307029 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 17280 members Entering Unmasked Estep Score: -1307912.625000 Penalty: 947.832520 Iteration 5Q: 3 clusters Score -1307913 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15881 members Mstep: Class 2 contains 17500 members Entering Unmasked Estep Score: -1308790.000000 Penalty: 947.832520 Iteration 6Q: 3 clusters Score -1308790 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 17713 members Entering Unmasked Estep Score: -1309582.375000 Penalty: 947.832520 Iteration 7Q: 3 clusters Score -1309582 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 17931 members Entering Unmasked Estep Score: -1310225.875000 Penalty: 947.832520 Iteration 8Q: 3 clusters Score -1310226 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -1310587.250000 Penalty: 947.832520 Iteration 9Q: 3 clusters Score -1310587 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 18540 members Entering Unmasked Estep Score: -1310754.250000 Penalty: 947.832520 Iteration 10Q: 3 clusters Score -1310754 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -1310886.625000 Penalty: 947.832520 Iteration 11Q: 3 clusters Score -1310887 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 19260 members Entering Unmasked Estep Score: -1310992.875000 Penalty: 947.832520 Iteration 12Q: 3 clusters Score -1310993 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 19616 members Entering Unmasked Estep Score: -1311079.375000 Penalty: 947.832520 Iteration 13Q: 3 clusters Score -1311079 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 19991 members Entering Unmasked Estep Score: -1311178.875000 Penalty: 947.832520 Iteration 14Q: 3 clusters Score -1311179 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12988 members Mstep: Class 2 contains 20393 members Entering Unmasked Estep Score: -1311270.875000 Penalty: 947.832520 Iteration 15Q: 3 clusters Score -1311271 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 20803 members Entering Unmasked Estep Score: -1311379.375000 Penalty: 947.832520 Iteration 16Q: 3 clusters Score -1311379 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -1311509.500000 Penalty: 947.832520 Iteration 17Q: 3 clusters Score -1311510 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -1311642.125000 Penalty: 947.832520 Iteration 18Q: 3 clusters Score -1311642 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 22312 members Entering Unmasked Estep Score: -1311783.375000 Penalty: 947.832520 Iteration 19Q: 3 clusters Score -1311783 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Mstep: Class 2 contains 22851 members Entering Unmasked Estep Score: -1311944.250000 Penalty: 947.832520 Iteration 20F: 3 clusters Score -1311944 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -1312099.250000 Penalty: 947.832520 Iteration 21Q: 3 clusters Score -1312099 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -1312293.375000 Penalty: 947.832520 Iteration 22Q: 3 clusters Score -1312293 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 24583 members Entering Unmasked Estep Score: -1312521.875000 Penalty: 947.832520 Iteration 23Q: 3 clusters Score -1312522 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 25195 members Entering Unmasked Estep Score: -1312742.125000 Penalty: 947.832520 Iteration 24Q: 3 clusters Score -1312742 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 25816 members Entering Unmasked Estep Score: -1312964.250000 Penalty: 947.832520 Iteration 25Q: 3 clusters Score -1312964 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 26407 members Entering Unmasked Estep Score: -1313181.625000 Penalty: 947.832520 Iteration 26Q: 3 clusters Score -1313182 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 26970 members Entering Unmasked Estep Score: -1313382.250000 Penalty: 947.832520 Iteration 27Q: 3 clusters Score -1313382 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 27496 members Entering Unmasked Estep Score: -1313572.750000 Penalty: 947.832520 Iteration 28Q: 3 clusters Score -1313573 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 27984 members Entering Unmasked Estep Score: -1313759.000000 Penalty: 947.832520 Iteration 29Q: 3 clusters Score -1313759 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -1313937.875000 Penalty: 947.832520 Iteration 30Q: 3 clusters Score -1313938 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 28913 members Entering Unmasked Estep Score: -1314112.625000 Penalty: 947.832520 Iteration 31Q: 3 clusters Score -1314113 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 29329 members Entering Unmasked Estep Score: -1314274.250000 Penalty: 947.832520 Iteration 32Q: 3 clusters Score -1314274 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 29709 members Entering Unmasked Estep Score: -1314428.250000 Penalty: 947.832520 Iteration 33Q: 3 clusters Score -1314428 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 30059 members Entering Unmasked Estep Score: -1314568.625000 Penalty: 947.832520 Iteration 34Q: 3 clusters Score -1314569 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 30393 members Entering Unmasked Estep Score: -1314700.125000 Penalty: 947.832520 Iteration 35Q: 3 clusters Score -1314700 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 30688 members Entering Unmasked Estep Score: -1314820.625000 Penalty: 947.832520 Iteration 36Q: 3 clusters Score -1314821 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 30929 members Entering Unmasked Estep Score: -1314900.750000 Penalty: 947.832520 Iteration 37Q: 3 clusters Score -1314901 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 31151 members Entering Unmasked Estep Score: -1314983.125000 Penalty: 947.832520 Iteration 38Q: 3 clusters Score -1314983 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 31324 members Entering Unmasked Estep Score: -1315031.750000 Penalty: 947.832520 Iteration 39Q: 3 clusters Score -1315032 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 31462 members Entering Unmasked Estep Score: -1315083.250000 Penalty: 947.832520 Iteration 40F: 3 clusters Score -1315083 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 31591 members Entering Unmasked Estep Score: -1315122.500000 Penalty: 947.832520 Iteration 41Q: 3 clusters Score -1315122 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 31701 members Entering Unmasked Estep Score: -1315145.875000 Penalty: 947.832520 Iteration 42Q: 3 clusters Score -1315146 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 31789 members Entering Unmasked Estep Score: -1315167.500000 Penalty: 947.832520 Iteration 43Q: 3 clusters Score -1315168 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 31867 members Entering Unmasked Estep Score: -1315178.000000 Penalty: 947.832520 Iteration 44Q: 3 clusters Score -1315178 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 31931 members Entering Unmasked Estep Score: -1315193.125000 Penalty: 947.832520 Iteration 45Q: 3 clusters Score -1315193 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 31992 members Entering Unmasked Estep Score: -1315216.500000 Penalty: 947.832520 Iteration 46Q: 3 clusters Score -1315216 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 32052 members Entering Unmasked Estep Score: -1315230.000000 Penalty: 947.832520 Iteration 47Q: 3 clusters Score -1315230 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 32110 members Entering Unmasked Estep Score: -1315239.875000 Penalty: 947.832520 Iteration 48Q: 3 clusters Score -1315240 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 32154 members Entering Unmasked Estep Score: -1315245.875000 Penalty: 947.832520 Iteration 49Q: 3 clusters Score -1315246 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 32195 members Entering Unmasked Estep Score: -1315253.750000 Penalty: 947.832520 Iteration 50Q: 3 clusters Score -1315254 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 32233 members Entering Unmasked Estep Score: -1315259.625000 Penalty: 947.832520 Iteration 51Q: 3 clusters Score -1315260 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 32263 members Entering Unmasked Estep Score: -1315267.875000 Penalty: 947.832520 Iteration 52Q: 3 clusters Score -1315268 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 32294 members Entering Unmasked Estep Score: -1315269.625000 Penalty: 947.832520 Iteration 53Q: 3 clusters Score -1315270 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 32320 members Entering Unmasked Estep Score: -1315276.125000 Penalty: 947.832520 Iteration 54Q: 3 clusters Score -1315276 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 32344 members Entering Unmasked Estep Score: -1315278.250000 Penalty: 947.832520 Iteration 55Q: 3 clusters Score -1315278 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 32369 members Entering Unmasked Estep Score: -1315287.125000 Penalty: 947.832520 Iteration 56Q: 3 clusters Score -1315287 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 32397 members Entering Unmasked Estep Score: -1315295.375000 Penalty: 947.832520 Iteration 57Q: 3 clusters Score -1315295 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 32423 members Entering Unmasked Estep Score: -1315300.625000 Penalty: 947.832520 Iteration 58Q: 3 clusters Score -1315301 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 32438 members Entering Unmasked Estep Score: -1315304.375000 Penalty: 947.832520 Iteration 59Q: 3 clusters Score -1315304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -1315303.750000 Penalty: 947.832520 Iteration 60F: 3 clusters Score -1315304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 32461 members Entering Unmasked Estep Score: -1315306.125000 Penalty: 947.832520 Iteration 61Q: 3 clusters Score -1315306 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 32469 members Entering Unmasked Estep Score: -1315308.625000 Penalty: 947.832520 Iteration 62Q: 3 clusters Score -1315309 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -1315310.125000 Penalty: 947.832520 Iteration 63Q: 3 clusters Score -1315310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 32489 members Entering Unmasked Estep Score: -1315310.000000 Penalty: 947.832520 Iteration 64Q: 3 clusters Score -1315310 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 32500 members Entering Unmasked Estep Score: -1315313.125000 Penalty: 947.832520 Iteration 65Q: 3 clusters Score -1315313 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -1315315.625000 Penalty: 947.832520 Iteration 66Q: 3 clusters Score -1315316 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 32524 members Entering Unmasked Estep Score: -1315315.750000 Penalty: 947.832520 Iteration 67Q: 3 clusters Score -1315316 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 32538 members Entering Unmasked Estep Score: -1315315.625000 Penalty: 947.832520 Iteration 68Q: 3 clusters Score -1315316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 32547 members Entering Unmasked Estep Score: -1315317.250000 Penalty: 947.832520 Iteration 69Q: 3 clusters Score -1315317 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 32556 members Entering Unmasked Estep Score: -1315320.000000 Penalty: 947.832520 Iteration 70Q: 3 clusters Score -1315320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 32564 members Entering Unmasked Estep Score: -1315318.375000 Penalty: 947.832520 Iteration 71Q: 3 clusters Score -1315318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 32571 members Entering Unmasked Estep Score: -1315318.250000 Penalty: 947.832520 Iteration 72Q: 3 clusters Score -1315318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 32574 members Entering Unmasked Estep Score: -1315317.500000 Penalty: 947.832520 Iteration 73Q: 3 clusters Score -1315318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 32575 members Entering Unmasked Estep Score: -1315319.000000 Penalty: 947.832520 Iteration 74Q: 3 clusters Score -1315319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 32580 members Entering Unmasked Estep Score: -1315320.125000 Penalty: 947.832520 Iteration 75Q: 3 clusters Score -1315320 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 32589 members Entering Unmasked Estep Score: -1315322.375000 Penalty: 947.832520 Iteration 76Q: 3 clusters Score -1315322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 32595 members Entering Unmasked Estep Score: -1315321.625000 Penalty: 947.832520 Iteration 77Q: 3 clusters Score -1315322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 32603 members Entering Unmasked Estep Score: -1315323.250000 Penalty: 947.832520 Iteration 78Q: 3 clusters Score -1315323 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 32611 members Entering Unmasked Estep Score: -1315322.375000 Penalty: 947.832520 Iteration 79Q: 3 clusters Score -1315322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 32619 members Entering Unmasked Estep Score: -1315322.625000 Penalty: 947.832520 Iteration 80F: 3 clusters Score -1315323 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 32624 members Entering Unmasked Estep Score: -1315321.250000 Penalty: 947.832520 Iteration 81Q: 3 clusters Score -1315321 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 32628 members Entering Unmasked Estep Score: -1315323.000000 Penalty: 947.832520 Iteration 82Q: 3 clusters Score -1315323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 32630 members Entering Unmasked Estep Score: -1315322.625000 Penalty: 947.832520 Iteration 83Q: 3 clusters Score -1315323 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -1315324.250000 Penalty: 947.832520 Iteration 84Q: 3 clusters Score -1315324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 32637 members Entering Unmasked Estep Score: -1315325.125000 Penalty: 947.832520 Iteration 85Q: 3 clusters Score -1315325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 32639 members Entering Unmasked Estep Score: -1315325.500000 Penalty: 947.832520 Iteration 86Q: 3 clusters Score -1315326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 32642 members Entering Unmasked Estep Score: -1315325.875000 Penalty: 947.832520 Iteration 87Q: 3 clusters Score -1315326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 32645 members Entering Unmasked Estep Score: -1315326.875000 Penalty: 947.832520 Iteration 88Q: 3 clusters Score -1315327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -1315327.000000 Penalty: 947.832520 Iteration 89Q: 3 clusters Score -1315327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 32647 members Entering Unmasked Estep Score: -1315326.750000 Penalty: 947.832520 Iteration 90Q: 3 clusters Score -1315327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 32647 members Entering Unmasked Estep Score: -1315326.750000 Penalty: 947.832520 Iteration 91F: 3 clusters Score -1315327 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -33167.968750 Penalty: 319.661987 Iteration 0F: 2 clusters Score -33167.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -32327.656250 Penalty: 639.323975 Iteration 0F: 3 clusters Score -32327.66 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -32777.953125 Penalty: 639.323975 Iteration 1F: 3 clusters Score -32777.95 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -32888.164062 Penalty: 639.323975 Iteration 2F: 3 clusters Score -32888.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -32934.644531 Penalty: 639.323975 Iteration 3F: 3 clusters Score -32934.64 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -32948.195312 Penalty: 639.323975 Iteration 4Q: 3 clusters Score -32948.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -32956.289062 Penalty: 639.323975 Iteration 5Q: 3 clusters Score -32956.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -32963.285156 Penalty: 639.323975 Iteration 6Q: 3 clusters Score -32963.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -32966.378906 Penalty: 639.323975 Iteration 7Q: 3 clusters Score -32966.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -32968.484375 Penalty: 639.323975 Iteration 8Q: 3 clusters Score -32968.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -32972.667969 Penalty: 639.323975 Iteration 9Q: 3 clusters Score -32972.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -32974.601562 Penalty: 639.323975 Iteration 10Q: 3 clusters Score -32974.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -32975.515625 Penalty: 639.323975 Iteration 11Q: 3 clusters Score -32975.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -32976.386719 Penalty: 639.323975 Iteration 12Q: 3 clusters Score -32976.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -32978.085938 Penalty: 639.323975 Iteration 13Q: 3 clusters Score -32978.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -32979.468750 Penalty: 639.323975 Iteration 14Q: 3 clusters Score -32979.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -32980.664062 Penalty: 639.323975 Iteration 15Q: 3 clusters Score -32980.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32981.398438 Penalty: 639.323975 Iteration 16Q: 3 clusters Score -32981.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -32981.582031 Penalty: 639.323975 Iteration 17Q: 3 clusters Score -32981.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -32981.582031 Penalty: 639.323975 Iteration 18F: 3 clusters Score -32981.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -29987.806641 Penalty: 303.230621 Iteration 0F: 2 clusters Score -29987.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -29312.271484 Penalty: 606.461243 Iteration 0F: 3 clusters Score -29312.27 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29478.347656 Penalty: 606.461243 Iteration 1F: 3 clusters Score -29478.35 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -29506.527344 Penalty: 606.461243 Iteration 2F: 3 clusters Score -29506.53 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -29530.824219 Penalty: 606.461243 Iteration 3Q: 3 clusters Score -29530.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -29549.746094 Penalty: 606.461243 Iteration 4Q: 3 clusters Score -29549.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -29563.527344 Penalty: 606.461243 Iteration 5Q: 3 clusters Score -29563.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -29575.042969 Penalty: 606.461243 Iteration 6Q: 3 clusters Score -29575.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -29584.490234 Penalty: 606.461243 Iteration 7Q: 3 clusters Score -29584.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -29590.728516 Penalty: 606.461243 Iteration 8Q: 3 clusters Score -29590.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -29597.458984 Penalty: 606.461243 Iteration 9Q: 3 clusters Score -29597.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29603.285156 Penalty: 606.461243 Iteration 10Q: 3 clusters Score -29603.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -29610.033203 Penalty: 606.461243 Iteration 11Q: 3 clusters Score -29610.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -29615.095703 Penalty: 606.461243 Iteration 12Q: 3 clusters Score -29615.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29619.812500 Penalty: 606.461243 Iteration 13Q: 3 clusters Score -29619.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29627.359375 Penalty: 606.461243 Iteration 14Q: 3 clusters Score -29627.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -29636.398438 Penalty: 606.461243 Iteration 15Q: 3 clusters Score -29636.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -29639.177734 Penalty: 606.461243 Iteration 16Q: 3 clusters Score -29639.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -29642.435547 Penalty: 606.461243 Iteration 17Q: 3 clusters Score -29642.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29643.535156 Penalty: 606.461243 Iteration 18Q: 3 clusters Score -29643.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -29644.560547 Penalty: 606.461243 Iteration 19Q: 3 clusters Score -29644.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -29645.056641 Penalty: 606.461243 Iteration 20F: 3 clusters Score -29645.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -29645.748047 Penalty: 606.461243 Iteration 21Q: 3 clusters Score -29645.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29646.255859 Penalty: 606.461243 Iteration 22Q: 3 clusters Score -29646.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29646.781250 Penalty: 606.461243 Iteration 23Q: 3 clusters Score -29646.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29646.781250 Penalty: 606.461243 Iteration 24F: 3 clusters Score -29646.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (1415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Entering Unmasked Estep Score: -47182.699219 Penalty: 330.097260 Iteration 0F: 2 clusters Score -47182.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -46115.484375 Penalty: 660.194519 Iteration 0F: 3 clusters Score -46115.48 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -46428.312500 Penalty: 660.194519 Iteration 1F: 3 clusters Score -46428.31 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -46511.328125 Penalty: 660.194519 Iteration 2F: 3 clusters Score -46511.33 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -46560.476562 Penalty: 660.194519 Iteration 3F: 3 clusters Score -46560.48 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -46596.250000 Penalty: 660.194519 Iteration 4F: 3 clusters Score -46596.25 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -46608.125000 Penalty: 660.194519 Iteration 5Q: 3 clusters Score -46608.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -46614.988281 Penalty: 660.194519 Iteration 6Q: 3 clusters Score -46614.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -46623.746094 Penalty: 660.194519 Iteration 7Q: 3 clusters Score -46623.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -46630.128906 Penalty: 660.194519 Iteration 8Q: 3 clusters Score -46630.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -46640.261719 Penalty: 660.194519 Iteration 9Q: 3 clusters Score -46640.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -46650.683594 Penalty: 660.194519 Iteration 10Q: 3 clusters Score -46650.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -46665.378906 Penalty: 660.194519 Iteration 11Q: 3 clusters Score -46665.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -46681.375000 Penalty: 660.194519 Iteration 12Q: 3 clusters Score -46681.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -46700.003906 Penalty: 660.194519 Iteration 13Q: 3 clusters Score -46700 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -46713.804688 Penalty: 660.194519 Iteration 14Q: 3 clusters Score -46713.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -46728.304688 Penalty: 660.194519 Iteration 15Q: 3 clusters Score -46728.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -46742.289062 Penalty: 660.194519 Iteration 16Q: 3 clusters Score -46742.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -46772.433594 Penalty: 660.194519 Iteration 17Q: 3 clusters Score -46772.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -46802.300781 Penalty: 660.194519 Iteration 18Q: 3 clusters Score -46802.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -46836.730469 Penalty: 660.194519 Iteration 19Q: 3 clusters Score -46836.73 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -46869.261719 Penalty: 660.194519 Iteration 20F: 3 clusters Score -46869.26 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -46907.527344 Penalty: 660.194519 Iteration 21Q: 3 clusters Score -46907.53 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -46943.496094 Penalty: 660.194519 Iteration 22Q: 3 clusters Score -46943.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -46968.773438 Penalty: 660.194519 Iteration 23Q: 3 clusters Score -46968.77 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -46988.195312 Penalty: 660.194519 Iteration 24Q: 3 clusters Score -46988.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -47006.316406 Penalty: 660.194519 Iteration 25Q: 3 clusters Score -47006.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -47017.589844 Penalty: 660.194519 Iteration 26Q: 3 clusters Score -47017.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -47032.128906 Penalty: 660.194519 Iteration 27Q: 3 clusters Score -47032.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -47044.941406 Penalty: 660.194519 Iteration 28Q: 3 clusters Score -47044.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -47053.726562 Penalty: 660.194519 Iteration 29Q: 3 clusters Score -47053.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -47059.375000 Penalty: 660.194519 Iteration 30Q: 3 clusters Score -47059.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -47065.214844 Penalty: 660.194519 Iteration 31Q: 3 clusters Score -47065.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -47070.140625 Penalty: 660.194519 Iteration 32Q: 3 clusters Score -47070.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -47077.738281 Penalty: 660.194519 Iteration 33Q: 3 clusters Score -47077.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -47081.312500 Penalty: 660.194519 Iteration 34Q: 3 clusters Score -47081.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -47082.535156 Penalty: 660.194519 Iteration 35Q: 3 clusters Score -47082.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -47082.875000 Penalty: 660.194519 Iteration 36Q: 3 clusters Score -47082.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -47082.875000 Penalty: 660.194519 Iteration 37F: 3 clusters Score -47082.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -25664.306641 Penalty: 312.064697 Iteration 0F: 2 clusters Score -25664.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -24919.214844 Penalty: 624.129395 Iteration 0F: 3 clusters Score -24919.21 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -25158.535156 Penalty: 624.129395 Iteration 1F: 3 clusters Score -25158.54 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -25210.541016 Penalty: 624.129395 Iteration 2F: 3 clusters Score -25210.54 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -25244.646484 Penalty: 624.129395 Iteration 3F: 3 clusters Score -25244.65 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25262.080078 Penalty: 624.129395 Iteration 4Q: 3 clusters Score -25262.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -25273.439453 Penalty: 624.129395 Iteration 5Q: 3 clusters Score -25273.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -25284.490234 Penalty: 624.129395 Iteration 6Q: 3 clusters Score -25284.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -25298.494141 Penalty: 624.129395 Iteration 7Q: 3 clusters Score -25298.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -25334.457031 Penalty: 624.129395 Iteration 8Q: 3 clusters Score -25334.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -25394.033203 Penalty: 624.129395 Iteration 9Q: 3 clusters Score -25394.03 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25441.835938 Penalty: 624.129395 Iteration 10Q: 3 clusters Score -25441.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25467.212891 Penalty: 624.129395 Iteration 11Q: 3 clusters Score -25467.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -25490.472656 Penalty: 624.129395 Iteration 12Q: 3 clusters Score -25490.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -25499.396484 Penalty: 624.129395 Iteration 13Q: 3 clusters Score -25499.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -25505.515625 Penalty: 624.129395 Iteration 14Q: 3 clusters Score -25505.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -25507.703125 Penalty: 624.129395 Iteration 15Q: 3 clusters Score -25507.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -25510.279297 Penalty: 624.129395 Iteration 16Q: 3 clusters Score -25510.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -25513.140625 Penalty: 624.129395 Iteration 17Q: 3 clusters Score -25513.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -25513.851562 Penalty: 624.129395 Iteration 18Q: 3 clusters Score -25513.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -25514.103516 Penalty: 624.129395 Iteration 19Q: 3 clusters Score -25514.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -25514.103516 Penalty: 624.129395 Iteration 20F: 3 clusters Score -25514.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -32509.953125 Penalty: 302.997894 Iteration 0F: 2 clusters Score -32509.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -31838.345703 Penalty: 605.995789 Iteration 0F: 3 clusters Score -31838.35 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -32001.167969 Penalty: 605.995789 Iteration 1F: 3 clusters Score -32001.17 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -32031.648438 Penalty: 605.995789 Iteration 2F: 3 clusters Score -32031.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -32056.984375 Penalty: 605.995789 Iteration 3Q: 3 clusters Score -32056.98 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -32077.160156 Penalty: 605.995789 Iteration 4Q: 3 clusters Score -32077.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -32086.490234 Penalty: 605.995789 Iteration 5Q: 3 clusters Score -32086.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -32094.724609 Penalty: 605.995789 Iteration 6Q: 3 clusters Score -32094.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -32100.035156 Penalty: 605.995789 Iteration 7Q: 3 clusters Score -32100.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -32103.218750 Penalty: 605.995789 Iteration 8Q: 3 clusters Score -32103.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -32106.144531 Penalty: 605.995789 Iteration 9Q: 3 clusters Score -32106.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -32107.955078 Penalty: 605.995789 Iteration 10Q: 3 clusters Score -32107.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -32109.181641 Penalty: 605.995789 Iteration 11Q: 3 clusters Score -32109.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32110.675781 Penalty: 605.995789 Iteration 12Q: 3 clusters Score -32110.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -32110.880859 Penalty: 605.995789 Iteration 13Q: 3 clusters Score -32110.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -32110.982422 Penalty: 605.995789 Iteration 14Q: 3 clusters Score -32110.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -32111.660156 Penalty: 605.995789 Iteration 15Q: 3 clusters Score -32111.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -32113.667969 Penalty: 605.995789 Iteration 16Q: 3 clusters Score -32113.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -32117.232422 Penalty: 605.995789 Iteration 17Q: 3 clusters Score -32117.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32118.439453 Penalty: 605.995789 Iteration 18Q: 3 clusters Score -32118.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32118.791016 Penalty: 605.995789 Iteration 19Q: 3 clusters Score -32118.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32120.292969 Penalty: 605.995789 Iteration 20F: 3 clusters Score -32120.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32121.865234 Penalty: 605.995789 Iteration 21Q: 3 clusters Score -32121.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -32122.933594 Penalty: 605.995789 Iteration 22Q: 3 clusters Score -32122.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -32124.062500 Penalty: 605.995789 Iteration 23Q: 3 clusters Score -32124.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -32124.296875 Penalty: 605.995789 Iteration 24Q: 3 clusters Score -32124.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -32124.785156 Penalty: 605.995789 Iteration 25Q: 3 clusters Score -32124.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -32125.292969 Penalty: 605.995789 Iteration 26Q: 3 clusters Score -32125.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -32125.292969 Penalty: 605.995789 Iteration 27F: 3 clusters Score -32125.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Entering Unmasked Estep Score: -25213.234375 Penalty: 292.625580 Iteration 0F: 2 clusters Score -25213.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -24671.507812 Penalty: 585.251160 Iteration 0F: 3 clusters Score -24671.51 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -24851.529297 Penalty: 585.251160 Iteration 1F: 3 clusters Score -24851.53 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -24885.251953 Penalty: 585.251160 Iteration 2F: 3 clusters Score -24885.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -24900.990234 Penalty: 585.251160 Iteration 3Q: 3 clusters Score -24900.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -24908.681641 Penalty: 585.251160 Iteration 4Q: 3 clusters Score -24908.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24918.646484 Penalty: 585.251160 Iteration 5Q: 3 clusters Score -24918.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -24939.859375 Penalty: 585.251160 Iteration 6Q: 3 clusters Score -24939.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -24954.394531 Penalty: 585.251160 Iteration 7Q: 3 clusters Score -24954.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -24967.160156 Penalty: 585.251160 Iteration 8Q: 3 clusters Score -24967.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -24985.474609 Penalty: 585.251160 Iteration 9Q: 3 clusters Score -24985.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -24999.984375 Penalty: 585.251160 Iteration 10Q: 3 clusters Score -24999.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -25009.544922 Penalty: 585.251160 Iteration 11Q: 3 clusters Score -25009.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25014.275391 Penalty: 585.251160 Iteration 12Q: 3 clusters Score -25014.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -25027.525391 Penalty: 585.251160 Iteration 13Q: 3 clusters Score -25027.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -25029.917969 Penalty: 585.251160 Iteration 14Q: 3 clusters Score -25029.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -25032.236328 Penalty: 585.251160 Iteration 15Q: 3 clusters Score -25032.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -25033.453125 Penalty: 585.251160 Iteration 16Q: 3 clusters Score -25033.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25036.201172 Penalty: 585.251160 Iteration 17Q: 3 clusters Score -25036.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25041.597656 Penalty: 585.251160 Iteration 18Q: 3 clusters Score -25041.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25043.939453 Penalty: 585.251160 Iteration 19Q: 3 clusters Score -25043.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -25043.939453 Penalty: 585.251160 Iteration 20F: 3 clusters Score -25043.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (7223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Entering Unmasked Estep Score: -250842.453125 Penalty: 404.268677 Iteration 0F: 2 clusters Score -250842.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -245952.531250 Penalty: 808.537354 Iteration 0F: 3 clusters Score -245952.5 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -248041.156250 Penalty: 808.537354 Iteration 1F: 3 clusters Score -248041.2 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -248403.218750 Penalty: 808.537354 Iteration 2F: 3 clusters Score -248403.2 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -248808.187500 Penalty: 808.537354 Iteration 3F: 3 clusters Score -248808.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -249152.546875 Penalty: 808.537354 Iteration 4F: 3 clusters Score -249152.5 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -249431.921875 Penalty: 808.537354 Iteration 5F: 3 clusters Score -249431.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -249629.984375 Penalty: 808.537354 Iteration 6Q: 3 clusters Score -249630 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -249762.531250 Penalty: 808.537354 Iteration 7Q: 3 clusters Score -249762.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -249850.406250 Penalty: 808.537354 Iteration 8Q: 3 clusters Score -249850.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -249915.796875 Penalty: 808.537354 Iteration 9Q: 3 clusters Score -249915.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -249966.296875 Penalty: 808.537354 Iteration 10Q: 3 clusters Score -249966.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -250016.343750 Penalty: 808.537354 Iteration 11Q: 3 clusters Score -250016.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -250056.296875 Penalty: 808.537354 Iteration 12Q: 3 clusters Score -250056.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -250090.781250 Penalty: 808.537354 Iteration 13Q: 3 clusters Score -250090.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -250138.687500 Penalty: 808.537354 Iteration 14Q: 3 clusters Score -250138.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -250187.171875 Penalty: 808.537354 Iteration 15Q: 3 clusters Score -250187.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -250234.140625 Penalty: 808.537354 Iteration 16Q: 3 clusters Score -250234.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -250284.015625 Penalty: 808.537354 Iteration 17Q: 3 clusters Score -250284 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -250326.218750 Penalty: 808.537354 Iteration 18Q: 3 clusters Score -250326.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -250358.453125 Penalty: 808.537354 Iteration 19Q: 3 clusters Score -250358.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -250385.671875 Penalty: 808.537354 Iteration 20F: 3 clusters Score -250385.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -250412.421875 Penalty: 808.537354 Iteration 21Q: 3 clusters Score -250412.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -250442.484375 Penalty: 808.537354 Iteration 22Q: 3 clusters Score -250442.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -250457.937500 Penalty: 808.537354 Iteration 23Q: 3 clusters Score -250457.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -250477.859375 Penalty: 808.537354 Iteration 24Q: 3 clusters Score -250477.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -250496.859375 Penalty: 808.537354 Iteration 25Q: 3 clusters Score -250496.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -250515.828125 Penalty: 808.537354 Iteration 26Q: 3 clusters Score -250515.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -250530.234375 Penalty: 808.537354 Iteration 27Q: 3 clusters Score -250530.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -250543.812500 Penalty: 808.537354 Iteration 28Q: 3 clusters Score -250543.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -250554.703125 Penalty: 808.537354 Iteration 29Q: 3 clusters Score -250554.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -250560.531250 Penalty: 808.537354 Iteration 30Q: 3 clusters Score -250560.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -250567.343750 Penalty: 808.537354 Iteration 31Q: 3 clusters Score -250567.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -250576.390625 Penalty: 808.537354 Iteration 32Q: 3 clusters Score -250576.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -250584.406250 Penalty: 808.537354 Iteration 33Q: 3 clusters Score -250584.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -250586.109375 Penalty: 808.537354 Iteration 34Q: 3 clusters Score -250586.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -250588.031250 Penalty: 808.537354 Iteration 35Q: 3 clusters Score -250588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -250590.406250 Penalty: 808.537354 Iteration 36Q: 3 clusters Score -250590.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -250594.109375 Penalty: 808.537354 Iteration 37Q: 3 clusters Score -250594.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -250596.843750 Penalty: 808.537354 Iteration 38Q: 3 clusters Score -250596.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -250598.984375 Penalty: 808.537354 Iteration 39Q: 3 clusters Score -250599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -250600.312500 Penalty: 808.537354 Iteration 40F: 3 clusters Score -250600.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -250601.984375 Penalty: 808.537354 Iteration 41Q: 3 clusters Score -250602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -250602.078125 Penalty: 808.537354 Iteration 42Q: 3 clusters Score -250602.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -250602.859375 Penalty: 808.537354 Iteration 43Q: 3 clusters Score -250602.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -250603.921875 Penalty: 808.537354 Iteration 44Q: 3 clusters Score -250603.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -250604.156250 Penalty: 808.537354 Iteration 45Q: 3 clusters Score -250604.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -250604.156250 Penalty: 808.537354 Iteration 46F: 3 clusters Score -250604.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 43 (13914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13914 members Entering Unmasked Estep Score: -560127.812500 Penalty: 434.099579 Iteration 0F: 2 clusters Score -560127.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -550977.062500 Penalty: 868.199158 Iteration 0F: 3 clusters Score -550977.1 nChanged 6463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -555021.250000 Penalty: 868.199158 Iteration 1F: 3 clusters Score -555021.2 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -555606.000000 Penalty: 868.199158 Iteration 2F: 3 clusters Score -555606 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -556388.812500 Penalty: 868.199158 Iteration 3F: 3 clusters Score -556388.8 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -557189.937500 Penalty: 868.199158 Iteration 4F: 3 clusters Score -557189.9 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -557916.937500 Penalty: 868.199158 Iteration 5F: 3 clusters Score -557916.9 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -558488.187500 Penalty: 868.199158 Iteration 6F: 3 clusters Score -558488.2 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -558935.125000 Penalty: 868.199158 Iteration 7Q: 3 clusters Score -558935.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -559251.000000 Penalty: 868.199158 Iteration 8Q: 3 clusters Score -559251 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -559408.500000 Penalty: 868.199158 Iteration 9Q: 3 clusters Score -559408.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -559492.687500 Penalty: 868.199158 Iteration 10Q: 3 clusters Score -559492.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13249 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -559547.687500 Penalty: 868.199158 Iteration 11Q: 3 clusters Score -559547.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -559584.750000 Penalty: 868.199158 Iteration 12Q: 3 clusters Score -559584.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -559621.937500 Penalty: 868.199158 Iteration 13Q: 3 clusters Score -559621.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -559658.125000 Penalty: 868.199158 Iteration 14Q: 3 clusters Score -559658.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -559684.687500 Penalty: 868.199158 Iteration 15Q: 3 clusters Score -559684.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13505 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -559704.312500 Penalty: 868.199158 Iteration 16Q: 3 clusters Score -559704.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -559719.500000 Penalty: 868.199158 Iteration 17Q: 3 clusters Score -559719.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -559733.000000 Penalty: 868.199158 Iteration 18Q: 3 clusters Score -559733 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -559744.125000 Penalty: 868.199158 Iteration 19Q: 3 clusters Score -559744.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -559756.562500 Penalty: 868.199158 Iteration 20F: 3 clusters Score -559756.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13589 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -559763.875000 Penalty: 868.199158 Iteration 21Q: 3 clusters Score -559763.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13596 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -559769.562500 Penalty: 868.199158 Iteration 22Q: 3 clusters Score -559769.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -559777.750000 Penalty: 868.199158 Iteration 23Q: 3 clusters Score -559777.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -559784.312500 Penalty: 868.199158 Iteration 24Q: 3 clusters Score -559784.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -559791.562500 Penalty: 868.199158 Iteration 25Q: 3 clusters Score -559791.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -559793.375000 Penalty: 868.199158 Iteration 26Q: 3 clusters Score -559793.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -559795.500000 Penalty: 868.199158 Iteration 27Q: 3 clusters Score -559795.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -559797.625000 Penalty: 868.199158 Iteration 28Q: 3 clusters Score -559797.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -559798.750000 Penalty: 868.199158 Iteration 29Q: 3 clusters Score -559798.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -559799.187500 Penalty: 868.199158 Iteration 30Q: 3 clusters Score -559799.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -559799.187500 Penalty: 868.199158 Iteration 31F: 3 clusters Score -559799.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 44 (3064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Entering Unmasked Estep Score: -121919.898438 Penalty: 365.250183 Iteration 0F: 2 clusters Score -121919.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -119796.554688 Penalty: 730.500366 Iteration 0F: 3 clusters Score -119796.6 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -120573.921875 Penalty: 730.500366 Iteration 1F: 3 clusters Score -120573.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -120680.164062 Penalty: 730.500366 Iteration 2F: 3 clusters Score -120680.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -120779.890625 Penalty: 730.500366 Iteration 3F: 3 clusters Score -120779.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -120888.015625 Penalty: 730.500366 Iteration 4F: 3 clusters Score -120888 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -120978.718750 Penalty: 730.500366 Iteration 5F: 3 clusters Score -120978.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -121049.976562 Penalty: 730.500366 Iteration 6Q: 3 clusters Score -121050 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -121094.156250 Penalty: 730.500366 Iteration 7Q: 3 clusters Score -121094.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -121133.070312 Penalty: 730.500366 Iteration 8Q: 3 clusters Score -121133.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -121173.828125 Penalty: 730.500366 Iteration 9Q: 3 clusters Score -121173.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -121215.835938 Penalty: 730.500366 Iteration 10Q: 3 clusters Score -121215.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -121270.437500 Penalty: 730.500366 Iteration 11Q: 3 clusters Score -121270.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -121315.265625 Penalty: 730.500366 Iteration 12Q: 3 clusters Score -121315.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -121355.617188 Penalty: 730.500366 Iteration 13Q: 3 clusters Score -121355.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -121397.429688 Penalty: 730.500366 Iteration 14Q: 3 clusters Score -121397.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -121431.718750 Penalty: 730.500366 Iteration 15Q: 3 clusters Score -121431.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -121460.000000 Penalty: 730.500366 Iteration 16Q: 3 clusters Score -121460 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -121487.984375 Penalty: 730.500366 Iteration 17Q: 3 clusters Score -121488 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -121505.585938 Penalty: 730.500366 Iteration 18Q: 3 clusters Score -121505.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -121520.054688 Penalty: 730.500366 Iteration 19Q: 3 clusters Score -121520.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -121528.960938 Penalty: 730.500366 Iteration 20F: 3 clusters Score -121529 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -121540.671875 Penalty: 730.500366 Iteration 21Q: 3 clusters Score -121540.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -121560.835938 Penalty: 730.500366 Iteration 22Q: 3 clusters Score -121560.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -121582.343750 Penalty: 730.500366 Iteration 23Q: 3 clusters Score -121582.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -121597.179688 Penalty: 730.500366 Iteration 24Q: 3 clusters Score -121597.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -121610.039062 Penalty: 730.500366 Iteration 25Q: 3 clusters Score -121610 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -121619.437500 Penalty: 730.500366 Iteration 26Q: 3 clusters Score -121619.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -121627.398438 Penalty: 730.500366 Iteration 27Q: 3 clusters Score -121627.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -121632.828125 Penalty: 730.500366 Iteration 28Q: 3 clusters Score -121632.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121639.453125 Penalty: 730.500366 Iteration 29Q: 3 clusters Score -121639.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -121646.117188 Penalty: 730.500366 Iteration 30Q: 3 clusters Score -121646.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -121651.039062 Penalty: 730.500366 Iteration 31Q: 3 clusters Score -121651 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -121657.390625 Penalty: 730.500366 Iteration 32Q: 3 clusters Score -121657.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -121663.796875 Penalty: 730.500366 Iteration 33Q: 3 clusters Score -121663.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -121666.085938 Penalty: 730.500366 Iteration 34Q: 3 clusters Score -121666.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -121666.507812 Penalty: 730.500366 Iteration 35Q: 3 clusters Score -121666.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -121667.054688 Penalty: 730.500366 Iteration 36Q: 3 clusters Score -121667.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -121667.703125 Penalty: 730.500366 Iteration 37Q: 3 clusters Score -121667.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -121668.773438 Penalty: 730.500366 Iteration 38Q: 3 clusters Score -121668.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -121669.796875 Penalty: 730.500366 Iteration 39Q: 3 clusters Score -121669.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -121669.796875 Penalty: 730.500366 Iteration 40F: 3 clusters Score -121669.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 45 (118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Entering Unmasked Estep Score: -2681.220459 Penalty: 217.066162 Iteration 0F: 2 clusters Score -2681.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2481.988770 Penalty: 434.132324 Iteration 0F: 3 clusters Score -2481.989 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -2529.581055 Penalty: 434.132324 Iteration 1F: 3 clusters Score -2529.581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2543.710693 Penalty: 434.132324 Iteration 2F: 3 clusters Score -2543.711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2549.039795 Penalty: 434.132324 Iteration 3Q: 3 clusters Score -2549.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2550.521484 Penalty: 434.132324 Iteration 4Q: 3 clusters Score -2550.521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2551.913330 Penalty: 434.132324 Iteration 5Q: 3 clusters Score -2551.913 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2570.247803 Penalty: 434.132324 Iteration 6Q: 3 clusters Score -2570.248 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2570.247803 Penalty: 434.132324 Iteration 7F: 3 clusters Score -2570.248 nChanged 0 Entering ConstructFrom: Trying to split cluster 46 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -114366.125000 Penalty: 362.369080 Iteration 0F: 2 clusters Score -114366.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -112377.242188 Penalty: 724.738159 Iteration 0F: 3 clusters Score -112377.2 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -113061.914062 Penalty: 724.738159 Iteration 1F: 3 clusters Score -113061.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -113178.445312 Penalty: 724.738159 Iteration 2F: 3 clusters Score -113178.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -113309.250000 Penalty: 724.738159 Iteration 3F: 3 clusters Score -113309.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -113466.710938 Penalty: 724.738159 Iteration 4F: 3 clusters Score -113466.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -113627.484375 Penalty: 724.738159 Iteration 5F: 3 clusters Score -113627.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -113773.578125 Penalty: 724.738159 Iteration 6F: 3 clusters Score -113773.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -113889.804688 Penalty: 724.738159 Iteration 7Q: 3 clusters Score -113889.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -113968.937500 Penalty: 724.738159 Iteration 8Q: 3 clusters Score -113968.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -114015.210938 Penalty: 724.738159 Iteration 9Q: 3 clusters Score -114015.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -114041.476562 Penalty: 724.738159 Iteration 10Q: 3 clusters Score -114041.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -114052.296875 Penalty: 724.738159 Iteration 11Q: 3 clusters Score -114052.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -114063.281250 Penalty: 724.738159 Iteration 12Q: 3 clusters Score -114063.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -114065.742188 Penalty: 724.738159 Iteration 13Q: 3 clusters Score -114065.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -114070.921875 Penalty: 724.738159 Iteration 14Q: 3 clusters Score -114070.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -114074.210938 Penalty: 724.738159 Iteration 15Q: 3 clusters Score -114074.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -114074.210938 Penalty: 724.738159 Iteration 16F: 3 clusters Score -114074.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 47 (1854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Entering Unmasked Estep Score: -70732.250000 Penalty: 342.392090 Iteration 0F: 2 clusters Score -70732.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -69330.726562 Penalty: 684.784180 Iteration 0F: 3 clusters Score -69330.73 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -69822.203125 Penalty: 684.784180 Iteration 1F: 3 clusters Score -69822.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -69923.031250 Penalty: 684.784180 Iteration 2F: 3 clusters Score -69923.03 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -70001.148438 Penalty: 684.784180 Iteration 3F: 3 clusters Score -70001.15 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -70079.062500 Penalty: 684.784180 Iteration 4F: 3 clusters Score -70079.06 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -70140.671875 Penalty: 684.784180 Iteration 5Q: 3 clusters Score -70140.67 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -70197.875000 Penalty: 684.784180 Iteration 6Q: 3 clusters Score -70197.88 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -70255.500000 Penalty: 684.784180 Iteration 7Q: 3 clusters Score -70255.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -70297.609375 Penalty: 684.784180 Iteration 8Q: 3 clusters Score -70297.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -70347.226562 Penalty: 684.784180 Iteration 9Q: 3 clusters Score -70347.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -70396.187500 Penalty: 684.784180 Iteration 10Q: 3 clusters Score -70396.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -70425.820312 Penalty: 684.784180 Iteration 11Q: 3 clusters Score -70425.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -70439.960938 Penalty: 684.784180 Iteration 12Q: 3 clusters Score -70439.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -70445.500000 Penalty: 684.784180 Iteration 13Q: 3 clusters Score -70445.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -70449.562500 Penalty: 684.784180 Iteration 14Q: 3 clusters Score -70449.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -70450.445312 Penalty: 684.784180 Iteration 15Q: 3 clusters Score -70450.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -70450.960938 Penalty: 684.784180 Iteration 16Q: 3 clusters Score -70450.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -70453.289062 Penalty: 684.784180 Iteration 17Q: 3 clusters Score -70453.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -70454.804688 Penalty: 684.784180 Iteration 18Q: 3 clusters Score -70454.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -70456.250000 Penalty: 684.784180 Iteration 19Q: 3 clusters Score -70456.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -70456.828125 Penalty: 684.784180 Iteration 20F: 3 clusters Score -70456.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -70457.773438 Penalty: 684.784180 Iteration 21Q: 3 clusters Score -70457.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -70457.773438 Penalty: 684.784180 Iteration 22F: 3 clusters Score -70457.77 nChanged 0 20->48 Clusters: Score -14469504.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 394001 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19646 members Mstep: Class 2 contains 19851 members Mstep: Class 3 contains 19588 members Mstep: Class 4 contains 19624 members Mstep: Class 5 contains 19328 members Mstep: Class 6 contains 19826 members Mstep: Class 7 contains 19650 members Mstep: Class 8 contains 19743 members Mstep: Class 9 contains 19653 members Mstep: Class 10 contains 19549 members Mstep: Class 11 contains 19983 members Mstep: Class 12 contains 19730 members Mstep: Class 13 contains 19595 members Mstep: Class 14 contains 19713 members Mstep: Class 15 contains 19759 members Mstep: Class 16 contains 19586 members Mstep: Class 17 contains 19742 members Mstep: Class 18 contains 19600 members Mstep: Class 19 contains 19952 members Mstep: Class 20 contains 19883 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 25.677980 but Gain 586.227539 Score: -11382517.000000 Penalty: 11138.311523 Iteration 0F: 20 clusters Score -1.138252e+07 nChanged 373379 Entering Unmasked Mstep Mstep: Class 0 contains 3435 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 21014 members Mstep: Class 3 contains 38228 members Mstep: Class 4 contains 23973 members Mstep: Class 5 contains 2645 members Mstep: Class 6 contains 2809 members Mstep: Class 7 contains 59942 members Mstep: Class 9 contains 1221 members Mstep: Class 10 contains 79919 members Mstep: Class 11 contains 16394 members Mstep: Class 12 contains 6584 members Mstep: Class 13 contains 55938 members Mstep: Class 14 contains 19840 members Mstep: Class 15 contains 17991 members Mstep: Class 16 contains 7933 members Mstep: Class 17 contains 10120 members Mstep: Class 18 contains 12651 members Mstep: Class 19 contains 1774 members Mstep: Class 20 contains 8589 members Entering Unmasked Estep ConsiderDeletion Score: -13530792.000000 Penalty: 11138.311523 Iteration 1F: 20 clusters Score -1.353079e+07 nChanged 144998 Entering Unmasked Mstep Mstep: Class 0 contains 470 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 23472 members Mstep: Class 3 contains 28678 members Mstep: Class 4 contains 8645 members Mstep: Class 5 contains 5746 members Mstep: Class 6 contains 2041 members Mstep: Class 7 contains 69200 members Mstep: Class 9 contains 2071 members Mstep: Class 10 contains 70569 members Mstep: Class 11 contains 21071 members Mstep: Class 12 contains 3918 members Mstep: Class 13 contains 68366 members Mstep: Class 14 contains 20070 members Mstep: Class 15 contains 14186 members Mstep: Class 16 contains 21051 members Mstep: Class 17 contains 8782 members Mstep: Class 18 contains 11997 members Mstep: Class 19 contains 2549 members Mstep: Class 20 contains 7597 members Entering Unmasked Estep ConsiderDeletion Score: -13960388.000000 Penalty: 11138.311523 Iteration 2F: 20 clusters Score -1.396039e+07 nChanged 85636 Entering Unmasked Mstep Mstep: Class 0 contains 270 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 20380 members Mstep: Class 3 contains 25816 members Mstep: Class 4 contains 5684 members Mstep: Class 5 contains 10821 members Mstep: Class 6 contains 1965 members Mstep: Class 7 contains 67280 members Mstep: Class 9 contains 2881 members Mstep: Class 10 contains 63768 members Mstep: Class 11 contains 24116 members Mstep: Class 12 contains 2710 members Mstep: Class 13 contains 74925 members Mstep: Class 14 contains 19530 members Mstep: Class 15 contains 13512 members Mstep: Class 16 contains 29783 members Mstep: Class 17 contains 7002 members Mstep: Class 18 contains 10712 members Mstep: Class 19 contains 2613 members Mstep: Class 20 contains 6826 members Entering Unmasked Estep ConsiderDeletion Score: -14159982.000000 Penalty: 11138.311523 Iteration 3F: 20 clusters Score -1.415998e+07 nChanged 57418 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 15322 members Mstep: Class 3 contains 25217 members Mstep: Class 4 contains 5460 members Mstep: Class 5 contains 13932 members Mstep: Class 6 contains 2070 members Mstep: Class 7 contains 71927 members Mstep: Class 9 contains 3269 members Mstep: Class 10 contains 58535 members Mstep: Class 11 contains 26298 members Mstep: Class 12 contains 2613 members Mstep: Class 13 contains 77144 members Mstep: Class 14 contains 19449 members Mstep: Class 15 contains 11859 members Mstep: Class 16 contains 34446 members Mstep: Class 17 contains 5297 members Mstep: Class 18 contains 9427 members Mstep: Class 19 contains 2592 members Mstep: Class 20 contains 6068 members Entering Unmasked Estep ConsiderDeletion Score: -14253020.000000 Penalty: 11138.311523 Iteration 4F: 20 clusters Score -1.425302e+07 nChanged 39944 Entering Unmasked Mstep Mstep: Class 0 contains 211 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 12183 members Mstep: Class 3 contains 25373 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 15496 members Mstep: Class 6 contains 2257 members Mstep: Class 7 contains 76865 members Mstep: Class 9 contains 3467 members Mstep: Class 10 contains 53402 members Mstep: Class 11 contains 27763 members Mstep: Class 12 contains 2603 members Mstep: Class 13 contains 81344 members Mstep: Class 14 contains 18842 members Mstep: Class 15 contains 9474 members Mstep: Class 16 contains 36132 members Mstep: Class 17 contains 4368 members Mstep: Class 18 contains 8634 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 5049 members Entering Unmasked Estep ConsiderDeletion Score: -14304786.000000 Penalty: 11138.311523 Iteration 5F: 20 clusters Score -1.430479e+07 nChanged 26257 Entering Unmasked Mstep Mstep: Class 0 contains 194 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 10444 members Mstep: Class 3 contains 25551 members Mstep: Class 4 contains 5444 members Mstep: Class 5 contains 16331 members Mstep: Class 6 contains 2473 members Mstep: Class 7 contains 80094 members Mstep: Class 9 contains 3577 members Mstep: Class 10 contains 49760 members Mstep: Class 11 contains 29069 members Mstep: Class 12 contains 2588 members Mstep: Class 13 contains 86075 members Mstep: Class 14 contains 17732 members Mstep: Class 15 contains 7333 members Mstep: Class 16 contains 36374 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 8175 members Mstep: Class 19 contains 3217 members Mstep: Class 20 contains 4072 members Entering Unmasked Estep ConsiderDeletion Score: -14330015.000000 Penalty: 11138.311523 Iteration 6F: 20 clusters Score -1.433002e+07 nChanged 17370 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 9165 members Mstep: Class 3 contains 25414 members Mstep: Class 4 contains 5472 members Mstep: Class 5 contains 17310 members Mstep: Class 6 contains 2745 members Mstep: Class 7 contains 82347 members Mstep: Class 9 contains 3627 members Mstep: Class 10 contains 47035 members Mstep: Class 11 contains 30294 members Mstep: Class 12 contains 2553 members Mstep: Class 13 contains 89280 members Mstep: Class 14 contains 16627 members Mstep: Class 15 contains 6026 members Mstep: Class 16 contains 36323 members Mstep: Class 17 contains 3611 members Mstep: Class 18 contains 7925 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 3383 members Entering Unmasked Estep ConsiderDeletion Score: -14344597.000000 Penalty: 11138.311523 Iteration 7Q: 20 clusters Score -1.43446e+07 nChanged 12449 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 8094 members Mstep: Class 3 contains 24963 members Mstep: Class 4 contains 5510 members Mstep: Class 5 contains 18501 members Mstep: Class 6 contains 3148 members Mstep: Class 7 contains 84151 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 44937 members Mstep: Class 11 contains 31483 members Mstep: Class 12 contains 2492 members Mstep: Class 13 contains 90922 members Mstep: Class 14 contains 15592 members Mstep: Class 15 contains 5168 members Mstep: Class 16 contains 36271 members Mstep: Class 17 contains 3337 members Mstep: Class 18 contains 7782 members Mstep: Class 19 contains 3735 members Mstep: Class 20 contains 3137 members Entering Unmasked Estep ConsiderDeletion Score: -14355025.000000 Penalty: 11138.311523 Iteration 8Q: 20 clusters Score -1.435502e+07 nChanged 9739 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 7174 members Mstep: Class 3 contains 24349 members Mstep: Class 4 contains 5495 members Mstep: Class 5 contains 19786 members Mstep: Class 6 contains 3684 members Mstep: Class 7 contains 85534 members Mstep: Class 9 contains 3611 members Mstep: Class 10 contains 43273 members Mstep: Class 11 contains 32628 members Mstep: Class 12 contains 2428 members Mstep: Class 13 contains 91498 members Mstep: Class 14 contains 14579 members Mstep: Class 15 contains 4585 members Mstep: Class 16 contains 36256 members Mstep: Class 17 contains 3095 members Mstep: Class 18 contains 7667 members Mstep: Class 19 contains 4000 members Mstep: Class 20 contains 3172 members Entering Unmasked Estep ConsiderDeletion Score: -14363438.000000 Penalty: 11138.311523 Iteration 9Q: 20 clusters Score -1.436344e+07 nChanged 8148 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 6403 members Mstep: Class 3 contains 23703 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 20982 members Mstep: Class 6 contains 4136 members Mstep: Class 7 contains 86599 members Mstep: Class 9 contains 3651 members Mstep: Class 10 contains 42008 members Mstep: Class 11 contains 33747 members Mstep: Class 12 contains 2368 members Mstep: Class 13 contains 91434 members Mstep: Class 14 contains 13625 members Mstep: Class 15 contains 4144 members Mstep: Class 16 contains 36276 members Mstep: Class 17 contains 2966 members Mstep: Class 18 contains 7599 members Mstep: Class 19 contains 4293 members Mstep: Class 20 contains 3291 members Entering Unmasked Estep ConsiderDeletion Score: -14370757.000000 Penalty: 11138.311523 Iteration 10Q: 20 clusters Score -1.437076e+07 nChanged 6652 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 5858 members Mstep: Class 3 contains 23130 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 21977 members Mstep: Class 6 contains 4496 members Mstep: Class 7 contains 87387 members Mstep: Class 9 contains 3749 members Mstep: Class 10 contains 41003 members Mstep: Class 11 contains 34669 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 90892 members Mstep: Class 14 contains 12953 members Mstep: Class 15 contains 3757 members Mstep: Class 16 contains 36338 members Mstep: Class 17 contains 2886 members Mstep: Class 18 contains 7562 members Mstep: Class 19 contains 4668 members Mstep: Class 20 contains 3392 members Entering Unmasked Estep ConsiderDeletion Score: -14376927.000000 Penalty: 11138.311523 Iteration 11Q: 20 clusters Score -1.437693e+07 nChanged 5383 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 5470 members Mstep: Class 3 contains 22661 members Mstep: Class 4 contains 5351 members Mstep: Class 5 contains 22750 members Mstep: Class 6 contains 4854 members Mstep: Class 7 contains 87944 members Mstep: Class 9 contains 3906 members Mstep: Class 10 contains 40111 members Mstep: Class 11 contains 35273 members Mstep: Class 12 contains 2285 members Mstep: Class 13 contains 90143 members Mstep: Class 14 contains 12573 members Mstep: Class 15 contains 3452 members Mstep: Class 16 contains 36410 members Mstep: Class 17 contains 2900 members Mstep: Class 18 contains 7530 members Mstep: Class 19 contains 5109 members Mstep: Class 20 contains 3443 members Entering Unmasked Estep ConsiderDeletion Score: -14380716.000000 Penalty: 11138.311523 Iteration 12Q: 20 clusters Score -1.438072e+07 nChanged 4461 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 5202 members Mstep: Class 3 contains 22294 members Mstep: Class 4 contains 5338 members Mstep: Class 5 contains 23342 members Mstep: Class 6 contains 5185 members Mstep: Class 7 contains 88416 members Mstep: Class 9 contains 4123 members Mstep: Class 10 contains 39261 members Mstep: Class 11 contains 35687 members Mstep: Class 12 contains 2263 members Mstep: Class 13 contains 89225 members Mstep: Class 14 contains 12422 members Mstep: Class 15 contains 3247 members Mstep: Class 16 contains 36498 members Mstep: Class 17 contains 2901 members Mstep: Class 18 contains 7513 members Mstep: Class 19 contains 5575 members Mstep: Class 20 contains 3486 members Entering Unmasked Estep ConsiderDeletion Score: -14382845.000000 Penalty: 11138.311523 Iteration 13Q: 20 clusters Score -1.438284e+07 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 177 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 5017 members Mstep: Class 3 contains 22022 members Mstep: Class 4 contains 5328 members Mstep: Class 5 contains 23811 members Mstep: Class 6 contains 5475 members Mstep: Class 7 contains 88801 members Mstep: Class 9 contains 4293 members Mstep: Class 10 contains 38533 members Mstep: Class 11 contains 35985 members Mstep: Class 12 contains 2254 members Mstep: Class 13 contains 88305 members Mstep: Class 14 contains 12311 members Mstep: Class 15 contains 3102 members Mstep: Class 16 contains 36582 members Mstep: Class 17 contains 2900 members Mstep: Class 18 contains 7503 members Mstep: Class 19 contains 6078 members Mstep: Class 20 contains 3512 members Entering Unmasked Estep ConsiderDeletion Score: -14384398.000000 Penalty: 11138.311523 Iteration 14Q: 20 clusters Score -1.43844e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 182 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 4870 members Mstep: Class 3 contains 21799 members Mstep: Class 4 contains 5323 members Mstep: Class 5 contains 24210 members Mstep: Class 6 contains 5714 members Mstep: Class 7 contains 89110 members Mstep: Class 9 contains 4440 members Mstep: Class 10 contains 37885 members Mstep: Class 11 contains 36240 members Mstep: Class 12 contains 2247 members Mstep: Class 13 contains 87544 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 2984 members Mstep: Class 16 contains 36645 members Mstep: Class 17 contains 2899 members Mstep: Class 18 contains 7501 members Mstep: Class 19 contains 6568 members Mstep: Class 20 contains 3539 members Entering Unmasked Estep ConsiderDeletion Score: -14385720.000000 Penalty: 11138.311523 Iteration 15Q: 20 clusters Score -1.438572e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 184 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 4770 members Mstep: Class 3 contains 21617 members Mstep: Class 4 contains 5324 members Mstep: Class 5 contains 24493 members Mstep: Class 6 contains 5926 members Mstep: Class 7 contains 89318 members Mstep: Class 9 contains 4576 members Mstep: Class 10 contains 37325 members Mstep: Class 11 contains 36440 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 86897 members Mstep: Class 14 contains 12142 members Mstep: Class 15 contains 2900 members Mstep: Class 16 contains 36699 members Mstep: Class 17 contains 2896 members Mstep: Class 18 contains 7499 members Mstep: Class 19 contains 7025 members Mstep: Class 20 contains 3562 members Entering Unmasked Estep ConsiderDeletion Score: -14386657.000000 Penalty: 11138.311523 Iteration 16Q: 20 clusters Score -1.438666e+07 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 4717 members Mstep: Class 3 contains 21485 members Mstep: Class 4 contains 5323 members Mstep: Class 5 contains 24679 members Mstep: Class 6 contains 6099 members Mstep: Class 7 contains 89489 members Mstep: Class 9 contains 4688 members Mstep: Class 10 contains 36899 members Mstep: Class 11 contains 36610 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 86329 members Mstep: Class 14 contains 12135 members Mstep: Class 15 contains 2830 members Mstep: Class 16 contains 36739 members Mstep: Class 17 contains 2895 members Mstep: Class 18 contains 7500 members Mstep: Class 19 contains 7370 members Mstep: Class 20 contains 3575 members Entering Unmasked Estep ConsiderDeletion Score: -14387263.000000 Penalty: 11138.311523 Iteration 17Q: 20 clusters Score -1.438726e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 4648 members Mstep: Class 3 contains 21380 members Mstep: Class 4 contains 5321 members Mstep: Class 5 contains 24857 members Mstep: Class 6 contains 6241 members Mstep: Class 7 contains 89681 members Mstep: Class 9 contains 4763 members Mstep: Class 10 contains 36566 members Mstep: Class 11 contains 36750 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 85784 members Mstep: Class 14 contains 12156 members Mstep: Class 15 contains 2770 members Mstep: Class 16 contains 36774 members Mstep: Class 17 contains 2897 members Mstep: Class 18 contains 7503 members Mstep: Class 19 contains 7641 members Mstep: Class 20 contains 3590 members Entering Unmasked Estep ConsiderDeletion Score: -14387689.000000 Penalty: 11138.311523 Iteration 18Q: 20 clusters Score -1.438769e+07 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 4597 members Mstep: Class 3 contains 21304 members Mstep: Class 4 contains 5321 members Mstep: Class 5 contains 24991 members Mstep: Class 6 contains 6349 members Mstep: Class 7 contains 89847 members Mstep: Class 9 contains 4822 members Mstep: Class 10 contains 36321 members Mstep: Class 11 contains 36871 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 85300 members Mstep: Class 14 contains 12183 members Mstep: Class 15 contains 2728 members Mstep: Class 16 contains 36800 members Mstep: Class 17 contains 2896 members Mstep: Class 18 contains 7504 members Mstep: Class 19 contains 7850 members Mstep: Class 20 contains 3614 members Entering Unmasked Estep ConsiderDeletion Score: -14387954.000000 Penalty: 11138.311523 Iteration 19Q: 20 clusters Score -1.438795e+07 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 4542 members Mstep: Class 3 contains 21244 members Mstep: Class 4 contains 5318 members Mstep: Class 5 contains 25104 members Mstep: Class 6 contains 6464 members Mstep: Class 7 contains 89980 members Mstep: Class 9 contains 4869 members Mstep: Class 10 contains 36138 members Mstep: Class 11 contains 36967 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 84896 members Mstep: Class 14 contains 12207 members Mstep: Class 15 contains 2698 members Mstep: Class 16 contains 36822 members Mstep: Class 17 contains 2896 members Mstep: Class 18 contains 7505 members Mstep: Class 19 contains 8001 members Mstep: Class 20 contains 3623 members Entering Unmasked Estep ConsiderDeletion Score: -14389510.000000 Penalty: 11138.311523 Iteration 20F: 20 clusters Score -1.438951e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 4634 members Mstep: Class 3 contains 21122 members Mstep: Class 4 contains 5310 members Mstep: Class 5 contains 25077 members Mstep: Class 6 contains 6621 members Mstep: Class 7 contains 90074 members Mstep: Class 9 contains 4913 members Mstep: Class 10 contains 35890 members Mstep: Class 11 contains 37012 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 84390 members Mstep: Class 14 contains 12149 members Mstep: Class 15 contains 2674 members Mstep: Class 16 contains 36835 members Mstep: Class 17 contains 2901 members Mstep: Class 18 contains 7500 members Mstep: Class 19 contains 8376 members Mstep: Class 20 contains 3638 members Entering Unmasked Estep ConsiderDeletion Score: -14390535.000000 Penalty: 11138.311523 Iteration 21Q: 20 clusters Score -1.439054e+07 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 21038 members Mstep: Class 4 contains 5300 members Mstep: Class 5 contains 25074 members Mstep: Class 6 contains 6734 members Mstep: Class 7 contains 90142 members Mstep: Class 9 contains 4951 members Mstep: Class 10 contains 35650 members Mstep: Class 11 contains 37085 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 83923 members Mstep: Class 14 contains 12068 members Mstep: Class 15 contains 2641 members Mstep: Class 16 contains 36875 members Mstep: Class 17 contains 2905 members Mstep: Class 18 contains 7505 members Mstep: Class 19 contains 8667 members Mstep: Class 20 contains 3659 members Entering Unmasked Estep ConsiderDeletion Score: -14391455.000000 Penalty: 11138.311523 Iteration 22Q: 20 clusters Score -1.439146e+07 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 4820 members Mstep: Class 3 contains 20985 members Mstep: Class 4 contains 5288 members Mstep: Class 5 contains 25100 members Mstep: Class 6 contains 6791 members Mstep: Class 7 contains 90206 members Mstep: Class 9 contains 4986 members Mstep: Class 10 contains 35425 members Mstep: Class 11 contains 37173 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 83459 members Mstep: Class 14 contains 11955 members Mstep: Class 15 contains 2621 members Mstep: Class 16 contains 36935 members Mstep: Class 17 contains 2907 members Mstep: Class 18 contains 7510 members Mstep: Class 19 contains 8899 members Mstep: Class 20 contains 3678 members Entering Unmasked Estep ConsiderDeletion Score: -14392190.000000 Penalty: 11138.311523 Iteration 23Q: 20 clusters Score -1.439219e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 4887 members Mstep: Class 3 contains 20945 members Mstep: Class 4 contains 5278 members Mstep: Class 5 contains 25176 members Mstep: Class 6 contains 6822 members Mstep: Class 7 contains 90273 members Mstep: Class 9 contains 5015 members Mstep: Class 10 contains 35250 members Mstep: Class 11 contains 37309 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 83036 members Mstep: Class 14 contains 11783 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 36973 members Mstep: Class 17 contains 2908 members Mstep: Class 18 contains 7515 members Mstep: Class 19 contains 9070 members Mstep: Class 20 contains 3693 members Entering Unmasked Estep ConsiderDeletion Score: -14393107.000000 Penalty: 11138.311523 Iteration 24Q: 20 clusters Score -1.439311e+07 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 4943 members Mstep: Class 3 contains 20891 members Mstep: Class 4 contains 5270 members Mstep: Class 5 contains 25262 members Mstep: Class 6 contains 6819 members Mstep: Class 7 contains 90310 members Mstep: Class 9 contains 5034 members Mstep: Class 10 contains 35112 members Mstep: Class 11 contains 37450 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 82685 members Mstep: Class 14 contains 11630 members Mstep: Class 15 contains 2608 members Mstep: Class 16 contains 37001 members Mstep: Class 17 contains 2907 members Mstep: Class 18 contains 7518 members Mstep: Class 19 contains 9219 members Mstep: Class 20 contains 3699 members Entering Unmasked Estep ConsiderDeletion Score: -14393780.000000 Penalty: 11138.311523 Iteration 25Q: 20 clusters Score -1.439378e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 4978 members Mstep: Class 3 contains 20828 members Mstep: Class 4 contains 5261 members Mstep: Class 5 contains 25393 members Mstep: Class 6 contains 6778 members Mstep: Class 7 contains 90323 members Mstep: Class 9 contains 5050 members Mstep: Class 10 contains 34988 members Mstep: Class 11 contains 37542 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 82392 members Mstep: Class 14 contains 11581 members Mstep: Class 15 contains 2605 members Mstep: Class 16 contains 37020 members Mstep: Class 17 contains 2905 members Mstep: Class 18 contains 7522 members Mstep: Class 19 contains 9358 members Mstep: Class 20 contains 3701 members Entering Unmasked Estep ConsiderDeletion Score: -14394144.000000 Penalty: 11138.311523 Iteration 26Q: 20 clusters Score -1.439414e+07 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 5016 members Mstep: Class 3 contains 20774 members Mstep: Class 4 contains 5253 members Mstep: Class 5 contains 25515 members Mstep: Class 6 contains 6760 members Mstep: Class 7 contains 90313 members Mstep: Class 9 contains 5057 members Mstep: Class 10 contains 34894 members Mstep: Class 11 contains 37588 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 82155 members Mstep: Class 14 contains 11609 members Mstep: Class 15 contains 2605 members Mstep: Class 16 contains 37031 members Mstep: Class 17 contains 2905 members Mstep: Class 18 contains 7524 members Mstep: Class 19 contains 9474 members Mstep: Class 20 contains 3704 members Entering Unmasked Estep ConsiderDeletion Score: -14394338.000000 Penalty: 11138.311523 Iteration 27Q: 20 clusters Score -1.439434e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 5042 members Mstep: Class 3 contains 20724 members Mstep: Class 4 contains 5248 members Mstep: Class 5 contains 25637 members Mstep: Class 6 contains 6745 members Mstep: Class 7 contains 90300 members Mstep: Class 9 contains 5063 members Mstep: Class 10 contains 34822 members Mstep: Class 11 contains 37622 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81928 members Mstep: Class 14 contains 11676 members Mstep: Class 15 contains 2610 members Mstep: Class 16 contains 37044 members Mstep: Class 17 contains 2907 members Mstep: Class 18 contains 7524 members Mstep: Class 19 contains 9571 members Mstep: Class 20 contains 3707 members Entering Unmasked Estep ConsiderDeletion Score: -14394408.000000 Penalty: 11138.311523 Iteration 28Q: 20 clusters Score -1.439441e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5067 members Mstep: Class 3 contains 20695 members Mstep: Class 4 contains 5245 members Mstep: Class 5 contains 25749 members Mstep: Class 6 contains 6742 members Mstep: Class 7 contains 90304 members Mstep: Class 9 contains 5071 members Mstep: Class 10 contains 34760 members Mstep: Class 11 contains 37645 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81718 members Mstep: Class 14 contains 11732 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 37049 members Mstep: Class 17 contains 2910 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9646 members Mstep: Class 20 contains 3710 members Entering Unmasked Estep ConsiderDeletion Score: -14394435.000000 Penalty: 11138.311523 Iteration 29Q: 20 clusters Score -1.439444e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 5101 members Mstep: Class 3 contains 20677 members Mstep: Class 4 contains 5242 members Mstep: Class 5 contains 25837 members Mstep: Class 6 contains 6746 members Mstep: Class 7 contains 90306 members Mstep: Class 9 contains 5081 members Mstep: Class 10 contains 34712 members Mstep: Class 11 contains 37660 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81513 members Mstep: Class 14 contains 11807 members Mstep: Class 15 contains 2612 members Mstep: Class 16 contains 37055 members Mstep: Class 17 contains 2912 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9694 members Mstep: Class 20 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -14394422.000000 Penalty: 11138.311523 Iteration 30Q: 20 clusters Score -1.439442e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 5118 members Mstep: Class 3 contains 20666 members Mstep: Class 4 contains 5242 members Mstep: Class 5 contains 25919 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 90305 members Mstep: Class 9 contains 5082 members Mstep: Class 10 contains 34681 members Mstep: Class 11 contains 37667 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81330 members Mstep: Class 14 contains 11880 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37063 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9728 members Mstep: Class 20 contains 3721 members Entering Unmasked Estep ConsiderDeletion Score: -14394498.000000 Penalty: 11138.311523 Iteration 31Q: 20 clusters Score -1.43945e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 5141 members Mstep: Class 3 contains 20658 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 25991 members Mstep: Class 6 contains 6754 members Mstep: Class 7 contains 90300 members Mstep: Class 9 contains 5083 members Mstep: Class 10 contains 34658 members Mstep: Class 11 contains 37673 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81176 members Mstep: Class 14 contains 11954 members Mstep: Class 15 contains 2614 members Mstep: Class 16 contains 37066 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9753 members Mstep: Class 20 contains 3726 members Entering Unmasked Estep ConsiderDeletion Score: -14394545.000000 Penalty: 11138.311523 Iteration 32Q: 20 clusters Score -1.439454e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 5177 members Mstep: Class 3 contains 20646 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26055 members Mstep: Class 6 contains 6752 members Mstep: Class 7 contains 90308 members Mstep: Class 9 contains 5084 members Mstep: Class 10 contains 34638 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 81019 members Mstep: Class 14 contains 12015 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 37066 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9781 members Mstep: Class 20 contains 3734 members Entering Unmasked Estep ConsiderDeletion Score: -14394584.000000 Penalty: 11138.311523 Iteration 33Q: 20 clusters Score -1.439458e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 5201 members Mstep: Class 3 contains 20641 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26131 members Mstep: Class 6 contains 6752 members Mstep: Class 7 contains 90305 members Mstep: Class 9 contains 5085 members Mstep: Class 10 contains 34626 members Mstep: Class 11 contains 37675 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80858 members Mstep: Class 14 contains 12075 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 37065 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9804 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep ConsiderDeletion Score: -14394597.000000 Penalty: 11138.311523 Iteration 34Q: 20 clusters Score -1.43946e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 5219 members Mstep: Class 3 contains 20636 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26202 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90305 members Mstep: Class 9 contains 5087 members Mstep: Class 10 contains 34613 members Mstep: Class 11 contains 37677 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80715 members Mstep: Class 14 contains 12122 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37065 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9816 members Mstep: Class 20 contains 3757 members Entering Unmasked Estep ConsiderDeletion Score: -14394622.000000 Penalty: 11138.311523 Iteration 35Q: 20 clusters Score -1.439462e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 5240 members Mstep: Class 3 contains 20636 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26259 members Mstep: Class 6 contains 6751 members Mstep: Class 7 contains 90302 members Mstep: Class 9 contains 5090 members Mstep: Class 10 contains 34599 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80583 members Mstep: Class 14 contains 12166 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37066 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9828 members Mstep: Class 20 contains 3770 members Entering Unmasked Estep ConsiderDeletion Score: -14394621.000000 Penalty: 11138.311523 Iteration 36Q: 20 clusters Score -1.439462e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 5254 members Mstep: Class 3 contains 20634 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26319 members Mstep: Class 6 contains 6754 members Mstep: Class 7 contains 90313 members Mstep: Class 9 contains 5091 members Mstep: Class 10 contains 34586 members Mstep: Class 11 contains 37677 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80436 members Mstep: Class 14 contains 12209 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37067 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9841 members Mstep: Class 20 contains 3786 members Entering Unmasked Estep ConsiderDeletion Score: -14394671.000000 Penalty: 11138.311523 Iteration 37Q: 20 clusters Score -1.439467e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 5263 members Mstep: Class 3 contains 20630 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26381 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 90327 members Mstep: Class 9 contains 5093 members Mstep: Class 10 contains 34570 members Mstep: Class 11 contains 37675 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80293 members Mstep: Class 14 contains 12256 members Mstep: Class 15 contains 2614 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7526 members Mstep: Class 19 contains 9853 members Mstep: Class 20 contains 3806 members Entering Unmasked Estep ConsiderDeletion Score: -14394722.000000 Penalty: 11138.311523 Iteration 38Q: 20 clusters Score -1.439472e+07 nChanged 192 Entering ConstructFrom: Score: -14394722.000000 Penalty: 11138.311523 Entering ConstructFrom: Trying to split cluster 1 (3348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Entering Unmasked Estep Score: -130279.242188 Penalty: 369.283386 Iteration 0F: 2 clusters Score -130279.2 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 1674 members Entering Unmasked Estep Score: -128012.664062 Penalty: 738.566772 Iteration 0F: 3 clusters Score -128012.7 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -128855.421875 Penalty: 738.566772 Iteration 1F: 3 clusters Score -128855.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -129065.218750 Penalty: 738.566772 Iteration 2F: 3 clusters Score -129065.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -129262.320312 Penalty: 738.566772 Iteration 3F: 3 clusters Score -129262.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -129470.828125 Penalty: 738.566772 Iteration 4F: 3 clusters Score -129470.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -129745.328125 Penalty: 738.566772 Iteration 5F: 3 clusters Score -129745.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -130183.898438 Penalty: 738.566772 Iteration 6F: 3 clusters Score -130183.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -130577.281250 Penalty: 738.566772 Iteration 7F: 3 clusters Score -130577.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -130758.429688 Penalty: 738.566772 Iteration 8F: 3 clusters Score -130758.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -130864.796875 Penalty: 738.566772 Iteration 9Q: 3 clusters Score -130864.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -130950.835938 Penalty: 738.566772 Iteration 10Q: 3 clusters Score -130950.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -131032.937500 Penalty: 738.566772 Iteration 11Q: 3 clusters Score -131032.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -131099.406250 Penalty: 738.566772 Iteration 12Q: 3 clusters Score -131099.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -131159.234375 Penalty: 738.566772 Iteration 13Q: 3 clusters Score -131159.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -131206.390625 Penalty: 738.566772 Iteration 14Q: 3 clusters Score -131206.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -131225.953125 Penalty: 738.566772 Iteration 15Q: 3 clusters Score -131226 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -131234.312500 Penalty: 738.566772 Iteration 16Q: 3 clusters Score -131234.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -131237.437500 Penalty: 738.566772 Iteration 17Q: 3 clusters Score -131237.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -131239.218750 Penalty: 738.566772 Iteration 18Q: 3 clusters Score -131239.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -131239.906250 Penalty: 738.566772 Iteration 19Q: 3 clusters Score -131239.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -131241.078125 Penalty: 738.566772 Iteration 20F: 3 clusters Score -131241.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -131241.296875 Penalty: 738.566772 Iteration 21Q: 3 clusters Score -131241.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -131241.296875 Penalty: 738.566772 Iteration 22F: 3 clusters Score -131241.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 5271 members Mstep: Class 3 contains 20626 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26442 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Entering Unmasked Estep Score: -14395438.000000 Penalty: 11724.539062 Splitting cluster 1 changes total score from -14394722.000000 to -14395438.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 2 (5271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Entering Unmasked Estep Score: -169954.218750 Penalty: 389.933868 Iteration 0F: 2 clusters Score -169954.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -166346.500000 Penalty: 779.867737 Iteration 0F: 3 clusters Score -166346.5 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -168519.875000 Penalty: 779.867737 Iteration 1F: 3 clusters Score -168519.9 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -169281.937500 Penalty: 779.867737 Iteration 2F: 3 clusters Score -169281.9 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -169807.421875 Penalty: 779.867737 Iteration 3F: 3 clusters Score -169807.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -170019.687500 Penalty: 779.867737 Iteration 4F: 3 clusters Score -170019.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -170098.625000 Penalty: 779.867737 Iteration 5Q: 3 clusters Score -170098.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -170131.140625 Penalty: 779.867737 Iteration 6Q: 3 clusters Score -170131.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -170158.875000 Penalty: 779.867737 Iteration 7Q: 3 clusters Score -170158.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -170191.078125 Penalty: 779.867737 Iteration 8Q: 3 clusters Score -170191.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -170235.421875 Penalty: 779.867737 Iteration 9Q: 3 clusters Score -170235.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -170313.218750 Penalty: 779.867737 Iteration 10Q: 3 clusters Score -170313.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -170469.359375 Penalty: 779.867737 Iteration 11Q: 3 clusters Score -170469.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -170747.875000 Penalty: 779.867737 Iteration 12Q: 3 clusters Score -170747.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -170897.875000 Penalty: 779.867737 Iteration 13Q: 3 clusters Score -170897.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -170941.734375 Penalty: 779.867737 Iteration 14Q: 3 clusters Score -170941.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -170957.000000 Penalty: 779.867737 Iteration 15Q: 3 clusters Score -170957 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -170964.156250 Penalty: 779.867737 Iteration 16Q: 3 clusters Score -170964.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -170965.734375 Penalty: 779.867737 Iteration 17Q: 3 clusters Score -170965.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -170967.343750 Penalty: 779.867737 Iteration 18Q: 3 clusters Score -170967.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -170968.078125 Penalty: 779.867737 Iteration 19Q: 3 clusters Score -170968.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -170969.187500 Penalty: 779.867737 Iteration 20F: 3 clusters Score -170969.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -170970.109375 Penalty: 779.867737 Iteration 21Q: 3 clusters Score -170970.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -170970.218750 Penalty: 779.867737 Iteration 22Q: 3 clusters Score -170970.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -170970.109375 Penalty: 779.867737 Iteration 23Q: 3 clusters Score -170970.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -170970.109375 Penalty: 779.867737 Iteration 24F: 3 clusters Score -170970.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 20626 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26442 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Entering Unmasked Estep Score: -14396269.000000 Penalty: 12310.765625 Splitting cluster 2 changes total score from -14394722.000000 to -14396269.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 3 (20626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20626 members Entering Unmasked Estep Score: -774938.312500 Penalty: 452.011017 Iteration 0F: 2 clusters Score -774938.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10297 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -761194.562500 Penalty: 904.022034 Iteration 0F: 3 clusters Score -761194.6 nChanged 9810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -767719.250000 Penalty: 904.022034 Iteration 1F: 3 clusters Score -767719.2 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -768727.625000 Penalty: 904.022034 Iteration 2F: 3 clusters Score -768727.6 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -769864.312500 Penalty: 904.022034 Iteration 3F: 3 clusters Score -769864.3 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -771489.125000 Penalty: 904.022034 Iteration 4F: 3 clusters Score -771489.1 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -774318.312500 Penalty: 904.022034 Iteration 5F: 3 clusters Score -774318.3 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -777931.250000 Penalty: 904.022034 Iteration 6F: 3 clusters Score -777931.2 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -780942.687500 Penalty: 904.022034 Iteration 7F: 3 clusters Score -780942.7 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -782265.250000 Penalty: 904.022034 Iteration 8Q: 3 clusters Score -782265.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -782563.187500 Penalty: 904.022034 Iteration 9Q: 3 clusters Score -782563.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -782680.375000 Penalty: 904.022034 Iteration 10Q: 3 clusters Score -782680.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -782752.000000 Penalty: 904.022034 Iteration 11Q: 3 clusters Score -782752 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -782808.000000 Penalty: 904.022034 Iteration 12Q: 3 clusters Score -782808 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -782878.437500 Penalty: 904.022034 Iteration 13Q: 3 clusters Score -782878.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 12196 members Entering Unmasked Estep Score: -782951.562500 Penalty: 904.022034 Iteration 14Q: 3 clusters Score -782951.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -783004.875000 Penalty: 904.022034 Iteration 15Q: 3 clusters Score -783004.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -783050.000000 Penalty: 904.022034 Iteration 16Q: 3 clusters Score -783050 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -783089.000000 Penalty: 904.022034 Iteration 17Q: 3 clusters Score -783089 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -783114.500000 Penalty: 904.022034 Iteration 18Q: 3 clusters Score -783114.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -783133.625000 Penalty: 904.022034 Iteration 19Q: 3 clusters Score -783133.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -783146.125000 Penalty: 904.022034 Iteration 20F: 3 clusters Score -783146.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 11575 members Entering Unmasked Estep Score: -783152.812500 Penalty: 904.022034 Iteration 21Q: 3 clusters Score -783152.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -783155.312500 Penalty: 904.022034 Iteration 22Q: 3 clusters Score -783155.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -783161.875000 Penalty: 904.022034 Iteration 23Q: 3 clusters Score -783161.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -783168.750000 Penalty: 904.022034 Iteration 24Q: 3 clusters Score -783168.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -783169.875000 Penalty: 904.022034 Iteration 25Q: 3 clusters Score -783169.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -783169.250000 Penalty: 904.022034 Iteration 26Q: 3 clusters Score -783169.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -783170.625000 Penalty: 904.022034 Iteration 27Q: 3 clusters Score -783170.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -783170.937500 Penalty: 904.022034 Iteration 28Q: 3 clusters Score -783170.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -783169.812500 Penalty: 904.022034 Iteration 29Q: 3 clusters Score -783169.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -783168.812500 Penalty: 904.022034 Iteration 30Q: 3 clusters Score -783168.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -783170.312500 Penalty: 904.022034 Iteration 31Q: 3 clusters Score -783170.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -783169.062500 Penalty: 904.022034 Iteration 32Q: 3 clusters Score -783169.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -783169.437500 Penalty: 904.022034 Iteration 33Q: 3 clusters Score -783169.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -783169.875000 Penalty: 904.022034 Iteration 34Q: 3 clusters Score -783169.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -783169.687500 Penalty: 904.022034 Iteration 35Q: 3 clusters Score -783169.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -783169.750000 Penalty: 904.022034 Iteration 36Q: 3 clusters Score -783169.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -783169.750000 Penalty: 904.022034 Iteration 37F: 3 clusters Score -783169.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 5241 members Mstep: Class 5 contains 26442 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Entering Unmasked Estep Score: -14404359.000000 Penalty: 12896.992188 Splitting cluster 3 changes total score from -14394722.000000 to -14404359.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 4 (5241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Entering Unmasked Estep Score: -196185.484375 Penalty: 389.674164 Iteration 0F: 2 clusters Score -196185.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -192706.984375 Penalty: 779.348328 Iteration 0F: 3 clusters Score -192707 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -194056.765625 Penalty: 779.348328 Iteration 1F: 3 clusters Score -194056.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -194318.390625 Penalty: 779.348328 Iteration 2F: 3 clusters Score -194318.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -194567.390625 Penalty: 779.348328 Iteration 3F: 3 clusters Score -194567.4 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -195045.109375 Penalty: 779.348328 Iteration 4F: 3 clusters Score -195045.1 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -196504.968750 Penalty: 779.348328 Iteration 5F: 3 clusters Score -196505 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -197677.921875 Penalty: 779.348328 Iteration 6F: 3 clusters Score -197677.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -198125.984375 Penalty: 779.348328 Iteration 7F: 3 clusters Score -198126 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -198501.687500 Penalty: 779.348328 Iteration 8F: 3 clusters Score -198501.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -198897.031250 Penalty: 779.348328 Iteration 9F: 3 clusters Score -198897 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -199271.484375 Penalty: 779.348328 Iteration 10F: 3 clusters Score -199271.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -199736.437500 Penalty: 779.348328 Iteration 11Q: 3 clusters Score -199736.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -200484.156250 Penalty: 779.348328 Iteration 12Q: 3 clusters Score -200484.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -200850.625000 Penalty: 779.348328 Iteration 13Q: 3 clusters Score -200850.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -200850.625000 Penalty: 779.348328 Iteration 14F: 3 clusters Score -200850.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 26442 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Entering Unmasked Estep Score: -14408826.000000 Penalty: 13483.219727 Splitting cluster 4 changes total score from -14394722.000000 to -14408826.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 5 (26442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26442 members Entering Unmasked Estep Score: -986780.375000 Penalty: 463.313232 Iteration 0F: 2 clusters Score -986780.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -969059.000000 Penalty: 926.626465 Iteration 0F: 3 clusters Score -969059 nChanged 12735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -977508.250000 Penalty: 926.626465 Iteration 1F: 3 clusters Score -977508.2 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18178 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -979041.062500 Penalty: 926.626465 Iteration 2F: 3 clusters Score -979041.1 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20095 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -980985.812500 Penalty: 926.626465 Iteration 3F: 3 clusters Score -980985.8 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21873 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -982972.562500 Penalty: 926.626465 Iteration 4F: 3 clusters Score -982972.6 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23264 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -984580.250000 Penalty: 926.626465 Iteration 5F: 3 clusters Score -984580.2 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24133 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -985662.187500 Penalty: 926.626465 Iteration 6Q: 3 clusters Score -985662.2 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24574 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -986321.937500 Penalty: 926.626465 Iteration 7Q: 3 clusters Score -986321.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24753 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -986627.625000 Penalty: 926.626465 Iteration 8Q: 3 clusters Score -986627.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -986790.062500 Penalty: 926.626465 Iteration 9Q: 3 clusters Score -986790.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24897 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -986883.000000 Penalty: 926.626465 Iteration 10Q: 3 clusters Score -986883 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -986939.562500 Penalty: 926.626465 Iteration 11Q: 3 clusters Score -986939.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24953 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -986970.375000 Penalty: 926.626465 Iteration 12Q: 3 clusters Score -986970.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24954 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -986991.625000 Penalty: 926.626465 Iteration 13Q: 3 clusters Score -986991.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24941 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -987018.125000 Penalty: 926.626465 Iteration 14Q: 3 clusters Score -987018.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24919 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -987038.562500 Penalty: 926.626465 Iteration 15Q: 3 clusters Score -987038.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24896 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -987058.500000 Penalty: 926.626465 Iteration 16Q: 3 clusters Score -987058.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24873 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -987069.875000 Penalty: 926.626465 Iteration 17Q: 3 clusters Score -987069.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24854 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -987075.250000 Penalty: 926.626465 Iteration 18Q: 3 clusters Score -987075.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24834 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -987081.875000 Penalty: 926.626465 Iteration 19Q: 3 clusters Score -987081.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24815 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -987085.250000 Penalty: 926.626465 Iteration 20F: 3 clusters Score -987085.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24798 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -987096.750000 Penalty: 926.626465 Iteration 21Q: 3 clusters Score -987096.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24775 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -987104.750000 Penalty: 926.626465 Iteration 22Q: 3 clusters Score -987104.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24735 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -987115.312500 Penalty: 926.626465 Iteration 23Q: 3 clusters Score -987115.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24701 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -987122.187500 Penalty: 926.626465 Iteration 24Q: 3 clusters Score -987122.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24667 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -987131.812500 Penalty: 926.626465 Iteration 25Q: 3 clusters Score -987131.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24627 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -987141.937500 Penalty: 926.626465 Iteration 26Q: 3 clusters Score -987141.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24584 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -987154.250000 Penalty: 926.626465 Iteration 27Q: 3 clusters Score -987154.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24533 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -987166.375000 Penalty: 926.626465 Iteration 28Q: 3 clusters Score -987166.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24488 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -987174.312500 Penalty: 926.626465 Iteration 29Q: 3 clusters Score -987174.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24452 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -987177.500000 Penalty: 926.626465 Iteration 30Q: 3 clusters Score -987177.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -987185.812500 Penalty: 926.626465 Iteration 31Q: 3 clusters Score -987185.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24382 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -987193.000000 Penalty: 926.626465 Iteration 32Q: 3 clusters Score -987193 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24359 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -987195.937500 Penalty: 926.626465 Iteration 33Q: 3 clusters Score -987195.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24334 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -987203.125000 Penalty: 926.626465 Iteration 34Q: 3 clusters Score -987203.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -987207.437500 Penalty: 926.626465 Iteration 35Q: 3 clusters Score -987207.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24276 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -987209.875000 Penalty: 926.626465 Iteration 36Q: 3 clusters Score -987209.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24260 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -987214.625000 Penalty: 926.626465 Iteration 37Q: 3 clusters Score -987214.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -987216.312500 Penalty: 926.626465 Iteration 38Q: 3 clusters Score -987216.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24235 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -987214.312500 Penalty: 926.626465 Iteration 39Q: 3 clusters Score -987214.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24230 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -987215.312500 Penalty: 926.626465 Iteration 40F: 3 clusters Score -987215.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -987215.625000 Penalty: 926.626465 Iteration 41Q: 3 clusters Score -987215.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24223 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -987216.625000 Penalty: 926.626465 Iteration 42Q: 3 clusters Score -987216.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24218 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -987214.375000 Penalty: 926.626465 Iteration 43Q: 3 clusters Score -987214.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24213 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -987215.187500 Penalty: 926.626465 Iteration 44Q: 3 clusters Score -987215.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24207 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -987216.312500 Penalty: 926.626465 Iteration 45Q: 3 clusters Score -987216.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24199 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -987217.250000 Penalty: 926.626465 Iteration 46Q: 3 clusters Score -987217.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24191 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -987217.750000 Penalty: 926.626465 Iteration 47Q: 3 clusters Score -987217.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24185 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -987216.187500 Penalty: 926.626465 Iteration 48Q: 3 clusters Score -987216.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -987217.937500 Penalty: 926.626465 Iteration 49Q: 3 clusters Score -987217.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24168 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -987219.500000 Penalty: 926.626465 Iteration 50Q: 3 clusters Score -987219.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24154 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -987221.750000 Penalty: 926.626465 Iteration 51Q: 3 clusters Score -987221.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24143 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -987221.187500 Penalty: 926.626465 Iteration 52Q: 3 clusters Score -987221.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24135 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -987222.062500 Penalty: 926.626465 Iteration 53Q: 3 clusters Score -987222.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24122 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -987220.625000 Penalty: 926.626465 Iteration 54Q: 3 clusters Score -987220.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -987225.500000 Penalty: 926.626465 Iteration 55Q: 3 clusters Score -987225.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24094 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -987227.375000 Penalty: 926.626465 Iteration 56Q: 3 clusters Score -987227.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24082 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -987229.937500 Penalty: 926.626465 Iteration 57Q: 3 clusters Score -987229.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24068 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -987229.812500 Penalty: 926.626465 Iteration 58Q: 3 clusters Score -987229.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -987230.875000 Penalty: 926.626465 Iteration 59Q: 3 clusters Score -987230.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -987230.500000 Penalty: 926.626465 Iteration 60F: 3 clusters Score -987230.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24023 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -987231.375000 Penalty: 926.626465 Iteration 61Q: 3 clusters Score -987231.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24009 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -987232.875000 Penalty: 926.626465 Iteration 62Q: 3 clusters Score -987232.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23995 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -987233.687500 Penalty: 926.626465 Iteration 63Q: 3 clusters Score -987233.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23982 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -987234.187500 Penalty: 926.626465 Iteration 64Q: 3 clusters Score -987234.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23969 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -987237.312500 Penalty: 926.626465 Iteration 65Q: 3 clusters Score -987237.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23965 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -987236.625000 Penalty: 926.626465 Iteration 66Q: 3 clusters Score -987236.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23965 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -987236.625000 Penalty: 926.626465 Iteration 67F: 3 clusters Score -987236.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 6750 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Entering Unmasked Estep Score: -14409206.000000 Penalty: 14069.446289 Splitting cluster 5 changes total score from -14394722.000000 to -14409206.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 6 (6750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Entering Unmasked Estep Score: -200462.437500 Penalty: 401.187042 Iteration 0F: 2 clusters Score -200462.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -195959.312500 Penalty: 802.374084 Iteration 0F: 3 clusters Score -195959.3 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -198042.656250 Penalty: 802.374084 Iteration 1F: 3 clusters Score -198042.7 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -198625.234375 Penalty: 802.374084 Iteration 2F: 3 clusters Score -198625.2 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -199484.906250 Penalty: 802.374084 Iteration 3F: 3 clusters Score -199484.9 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -200335.812500 Penalty: 802.374084 Iteration 4F: 3 clusters Score -200335.8 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -201160.406250 Penalty: 802.374084 Iteration 5F: 3 clusters Score -201160.4 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -201684.953125 Penalty: 802.374084 Iteration 6F: 3 clusters Score -201685 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -201996.984375 Penalty: 802.374084 Iteration 7Q: 3 clusters Score -201997 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -202170.343750 Penalty: 802.374084 Iteration 8Q: 3 clusters Score -202170.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -202268.031250 Penalty: 802.374084 Iteration 9Q: 3 clusters Score -202268 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -202372.750000 Penalty: 802.374084 Iteration 10Q: 3 clusters Score -202372.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -202495.625000 Penalty: 802.374084 Iteration 11Q: 3 clusters Score -202495.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -202653.750000 Penalty: 802.374084 Iteration 12Q: 3 clusters Score -202653.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -202749.000000 Penalty: 802.374084 Iteration 13Q: 3 clusters Score -202749 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -202806.437500 Penalty: 802.374084 Iteration 14Q: 3 clusters Score -202806.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -202842.859375 Penalty: 802.374084 Iteration 15Q: 3 clusters Score -202842.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -202867.593750 Penalty: 802.374084 Iteration 16Q: 3 clusters Score -202867.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -202892.250000 Penalty: 802.374084 Iteration 17Q: 3 clusters Score -202892.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -202913.343750 Penalty: 802.374084 Iteration 18Q: 3 clusters Score -202913.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -202925.062500 Penalty: 802.374084 Iteration 19Q: 3 clusters Score -202925.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -202932.828125 Penalty: 802.374084 Iteration 20F: 3 clusters Score -202932.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -202935.625000 Penalty: 802.374084 Iteration 21Q: 3 clusters Score -202935.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -202936.593750 Penalty: 802.374084 Iteration 22Q: 3 clusters Score -202936.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -202937.437500 Penalty: 802.374084 Iteration 23Q: 3 clusters Score -202937.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -202938.531250 Penalty: 802.374084 Iteration 24Q: 3 clusters Score -202938.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -202939.468750 Penalty: 802.374084 Iteration 25Q: 3 clusters Score -202939.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -202939.718750 Penalty: 802.374084 Iteration 26Q: 3 clusters Score -202939.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -202942.218750 Penalty: 802.374084 Iteration 27Q: 3 clusters Score -202942.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -202942.687500 Penalty: 802.374084 Iteration 28Q: 3 clusters Score -202942.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -202942.828125 Penalty: 802.374084 Iteration 29Q: 3 clusters Score -202942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -202942.828125 Penalty: 802.374084 Iteration 30F: 3 clusters Score -202942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 37676 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Entering Unmasked Estep Score: -14411483.000000 Penalty: 14655.673828 Splitting cluster 6 changes total score from -14394722.000000 to -14411483.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 7 (90333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90333 members Entering Unmasked Estep Score: -3780130.500000 Penalty: 519.212219 Iteration 0F: 2 clusters Score -3780130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45405 members Mstep: Class 2 contains 44928 members Entering Unmasked Estep Score: -3718962.500000 Penalty: 1038.424438 Iteration 0F: 3 clusters Score -3718962 nChanged 44217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52658 members Mstep: Class 2 contains 37675 members Entering Unmasked Estep Score: -3747670.750000 Penalty: 1038.424438 Iteration 1F: 3 clusters Score -3747671 nChanged 4934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56262 members Mstep: Class 2 contains 34071 members Entering Unmasked Estep Score: -3750308.000000 Penalty: 1038.424438 Iteration 2F: 3 clusters Score -3750308 nChanged 5966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61330 members Mstep: Class 2 contains 29003 members Entering Unmasked Estep Score: -3754248.500000 Penalty: 1038.424438 Iteration 3F: 3 clusters Score -3754248 nChanged 6753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67567 members Mstep: Class 2 contains 22766 members Entering Unmasked Estep Score: -3759528.250000 Penalty: 1038.424438 Iteration 4F: 3 clusters Score -3759528 nChanged 6846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74247 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -3765552.500000 Penalty: 1038.424438 Iteration 5F: 3 clusters Score -3765552 nChanged 6040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80225 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -3770962.750000 Penalty: 1038.424438 Iteration 6F: 3 clusters Score -3770963 nChanged 4311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84528 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -3774946.750000 Penalty: 1038.424438 Iteration 7Q: 3 clusters Score -3774947 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87177 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -3777331.250000 Penalty: 1038.424438 Iteration 8Q: 3 clusters Score -3777331 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88523 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -3778525.750000 Penalty: 1038.424438 Iteration 9Q: 3 clusters Score -3778526 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89191 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -3779100.750000 Penalty: 1038.424438 Iteration 10Q: 3 clusters Score -3779101 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89532 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3779361.500000 Penalty: 1038.424438 Iteration 11Q: 3 clusters Score -3779362 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89706 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -3779487.750000 Penalty: 1038.424438 Iteration 12Q: 3 clusters Score -3779488 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89806 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -3779547.000000 Penalty: 1038.424438 Iteration 13Q: 3 clusters Score -3779547 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89870 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -3779604.750000 Penalty: 1038.424438 Iteration 14Q: 3 clusters Score -3779605 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89916 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -3779636.500000 Penalty: 1038.424438 Iteration 15Q: 3 clusters Score -3779636 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89945 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -3779661.750000 Penalty: 1038.424438 Iteration 16Q: 3 clusters Score -3779662 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89970 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -3779680.750000 Penalty: 1038.424438 Iteration 17Q: 3 clusters Score -3779681 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89992 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -3779694.500000 Penalty: 1038.424438 Iteration 18Q: 3 clusters Score -3779694 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90007 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3779700.250000 Penalty: 1038.424438 Iteration 19Q: 3 clusters Score -3779700 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90019 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -3779704.000000 Penalty: 1038.424438 Iteration 20F: 3 clusters Score -3779704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90030 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3779710.500000 Penalty: 1038.424438 Iteration 21Q: 3 clusters Score -3779710 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90040 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -3779713.500000 Penalty: 1038.424438 Iteration 22Q: 3 clusters Score -3779714 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90046 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -3779723.000000 Penalty: 1038.424438 Iteration 23Q: 3 clusters Score -3779723 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90054 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3779722.750000 Penalty: 1038.424438 Iteration 24Q: 3 clusters Score -3779723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90058 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3779726.750000 Penalty: 1038.424438 Iteration 25Q: 3 clusters Score -3779727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90059 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3779731.000000 Penalty: 1038.424438 Iteration 26Q: 3 clusters Score -3779731 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90058 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3779734.750000 Penalty: 1038.424438 Iteration 27Q: 3 clusters Score -3779735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90058 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3779735.750000 Penalty: 1038.424438 Iteration 28Q: 3 clusters Score -3779736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90060 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -3779736.500000 Penalty: 1038.424438 Iteration 29Q: 3 clusters Score -3779736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90061 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -3779736.500000 Penalty: 1038.424438 Iteration 30Q: 3 clusters Score -3779736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90062 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -3779738.750000 Penalty: 1038.424438 Iteration 31Q: 3 clusters Score -3779739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90063 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -3779740.500000 Penalty: 1038.424438 Iteration 32Q: 3 clusters Score -3779740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90064 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -3779736.750000 Penalty: 1038.424438 Iteration 33Q: 3 clusters Score -3779737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90065 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -3779736.000000 Penalty: 1038.424438 Iteration 34Q: 3 clusters Score -3779736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90066 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3779735.750000 Penalty: 1038.424438 Iteration 35Q: 3 clusters Score -3779736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90066 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3779735.750000 Penalty: 1038.424438 Iteration 36F: 3 clusters Score -3779736 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Entering Unmasked Estep Score: -206665.156250 Penalty: 388.379761 Iteration 0F: 2 clusters Score -206665.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -203211.515625 Penalty: 776.759521 Iteration 0F: 3 clusters Score -203211.5 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -204598.984375 Penalty: 776.759521 Iteration 1F: 3 clusters Score -204599 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -204766.718750 Penalty: 776.759521 Iteration 2F: 3 clusters Score -204766.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -204922.640625 Penalty: 776.759521 Iteration 3F: 3 clusters Score -204922.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -205079.437500 Penalty: 776.759521 Iteration 4F: 3 clusters Score -205079.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -205248.000000 Penalty: 776.759521 Iteration 5F: 3 clusters Score -205248 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -205442.593750 Penalty: 776.759521 Iteration 6F: 3 clusters Score -205442.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -205604.718750 Penalty: 776.759521 Iteration 7Q: 3 clusters Score -205604.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -205773.328125 Penalty: 776.759521 Iteration 8Q: 3 clusters Score -205773.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -205934.312500 Penalty: 776.759521 Iteration 9Q: 3 clusters Score -205934.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -206041.453125 Penalty: 776.759521 Iteration 10Q: 3 clusters Score -206041.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -206084.625000 Penalty: 776.759521 Iteration 11Q: 3 clusters Score -206084.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -206114.171875 Penalty: 776.759521 Iteration 12Q: 3 clusters Score -206114.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -206141.484375 Penalty: 776.759521 Iteration 13Q: 3 clusters Score -206141.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -206174.046875 Penalty: 776.759521 Iteration 14Q: 3 clusters Score -206174 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -206202.328125 Penalty: 776.759521 Iteration 15Q: 3 clusters Score -206202.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -206220.625000 Penalty: 776.759521 Iteration 16Q: 3 clusters Score -206220.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -206238.281250 Penalty: 776.759521 Iteration 17Q: 3 clusters Score -206238.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -206253.375000 Penalty: 776.759521 Iteration 18Q: 3 clusters Score -206253.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -206268.359375 Penalty: 776.759521 Iteration 19Q: 3 clusters Score -206268.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -206281.812500 Penalty: 776.759521 Iteration 20F: 3 clusters Score -206281.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -206288.937500 Penalty: 776.759521 Iteration 21Q: 3 clusters Score -206288.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -206297.000000 Penalty: 776.759521 Iteration 22Q: 3 clusters Score -206297 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -206302.406250 Penalty: 776.759521 Iteration 23Q: 3 clusters Score -206302.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -206306.046875 Penalty: 776.759521 Iteration 24Q: 3 clusters Score -206306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -206310.843750 Penalty: 776.759521 Iteration 25Q: 3 clusters Score -206310.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -206316.578125 Penalty: 776.759521 Iteration 26Q: 3 clusters Score -206316.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -206318.703125 Penalty: 776.759521 Iteration 27Q: 3 clusters Score -206318.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -206322.078125 Penalty: 776.759521 Iteration 28Q: 3 clusters Score -206322.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -206325.781250 Penalty: 776.759521 Iteration 29Q: 3 clusters Score -206325.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -206329.812500 Penalty: 776.759521 Iteration 30Q: 3 clusters Score -206329.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -206333.203125 Penalty: 776.759521 Iteration 31Q: 3 clusters Score -206333.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -206335.312500 Penalty: 776.759521 Iteration 32Q: 3 clusters Score -206335.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -206336.656250 Penalty: 776.759521 Iteration 33Q: 3 clusters Score -206336.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -206337.750000 Penalty: 776.759521 Iteration 34Q: 3 clusters Score -206337.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -206339.421875 Penalty: 776.759521 Iteration 35Q: 3 clusters Score -206339.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -206339.812500 Penalty: 776.759521 Iteration 36Q: 3 clusters Score -206339.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -206339.781250 Penalty: 776.759521 Iteration 37Q: 3 clusters Score -206339.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -206339.781250 Penalty: 776.759521 Iteration 38F: 3 clusters Score -206339.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34557 members Entering Unmasked Estep Score: -1391132.625000 Penalty: 475.491608 Iteration 0F: 2 clusters Score -1391133 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 17357 members Entering Unmasked Estep Score: -1368267.125000 Penalty: 950.983215 Iteration 0F: 3 clusters Score -1368267 nChanged 16517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 18602 members Entering Unmasked Estep Score: -1378387.625000 Penalty: 950.983215 Iteration 1F: 3 clusters Score -1378388 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 19020 members Entering Unmasked Estep Score: -1379420.125000 Penalty: 950.983215 Iteration 2F: 3 clusters Score -1379420 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14986 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -1380933.375000 Penalty: 950.983215 Iteration 3F: 3 clusters Score -1380933 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -1382882.750000 Penalty: 950.983215 Iteration 4F: 3 clusters Score -1382883 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13823 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -1384763.625000 Penalty: 950.983215 Iteration 5F: 3 clusters Score -1384764 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 21369 members Entering Unmasked Estep Score: -1386000.125000 Penalty: 950.983215 Iteration 6F: 3 clusters Score -1386000 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 21909 members Entering Unmasked Estep Score: -1386640.125000 Penalty: 950.983215 Iteration 7Q: 3 clusters Score -1386640 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -1386986.625000 Penalty: 950.983215 Iteration 8Q: 3 clusters Score -1386987 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -1387201.250000 Penalty: 950.983215 Iteration 9Q: 3 clusters Score -1387201 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 23175 members Entering Unmasked Estep Score: -1387362.375000 Penalty: 950.983215 Iteration 10Q: 3 clusters Score -1387362 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 23567 members Entering Unmasked Estep Score: -1387495.375000 Penalty: 950.983215 Iteration 11Q: 3 clusters Score -1387495 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 23972 members Entering Unmasked Estep Score: -1387619.500000 Penalty: 950.983215 Iteration 12Q: 3 clusters Score -1387620 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1387722.500000 Penalty: 950.983215 Iteration 13Q: 3 clusters Score -1387722 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 24801 members Entering Unmasked Estep Score: -1387821.875000 Penalty: 950.983215 Iteration 14Q: 3 clusters Score -1387822 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 25230 members Entering Unmasked Estep Score: -1387921.000000 Penalty: 950.983215 Iteration 15Q: 3 clusters Score -1387921 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 25664 members Entering Unmasked Estep Score: -1388023.375000 Penalty: 950.983215 Iteration 16Q: 3 clusters Score -1388023 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -1388117.250000 Penalty: 950.983215 Iteration 17Q: 3 clusters Score -1388117 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 26476 members Entering Unmasked Estep Score: -1388196.750000 Penalty: 950.983215 Iteration 18Q: 3 clusters Score -1388197 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 26854 members Entering Unmasked Estep Score: -1388275.125000 Penalty: 950.983215 Iteration 19Q: 3 clusters Score -1388275 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 27233 members Entering Unmasked Estep Score: -1388361.625000 Penalty: 950.983215 Iteration 20F: 3 clusters Score -1388362 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 27610 members Entering Unmasked Estep Score: -1388459.625000 Penalty: 950.983215 Iteration 21Q: 3 clusters Score -1388460 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 28018 members Entering Unmasked Estep Score: -1388566.375000 Penalty: 950.983215 Iteration 22Q: 3 clusters Score -1388566 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -1388699.625000 Penalty: 950.983215 Iteration 23Q: 3 clusters Score -1388700 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 28923 members Entering Unmasked Estep Score: -1388848.750000 Penalty: 950.983215 Iteration 24Q: 3 clusters Score -1388849 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 29368 members Entering Unmasked Estep Score: -1388988.875000 Penalty: 950.983215 Iteration 25Q: 3 clusters Score -1388989 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -1389120.875000 Penalty: 950.983215 Iteration 26Q: 3 clusters Score -1389121 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 30175 members Entering Unmasked Estep Score: -1389240.000000 Penalty: 950.983215 Iteration 27Q: 3 clusters Score -1389240 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 30589 members Entering Unmasked Estep Score: -1389388.125000 Penalty: 950.983215 Iteration 28Q: 3 clusters Score -1389388 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 30962 members Entering Unmasked Estep Score: -1389529.625000 Penalty: 950.983215 Iteration 29Q: 3 clusters Score -1389530 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 31331 members Entering Unmasked Estep Score: -1389663.250000 Penalty: 950.983215 Iteration 30Q: 3 clusters Score -1389663 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 31694 members Entering Unmasked Estep Score: -1389795.500000 Penalty: 950.983215 Iteration 31Q: 3 clusters Score -1389796 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 32043 members Entering Unmasked Estep Score: -1389939.375000 Penalty: 950.983215 Iteration 32Q: 3 clusters Score -1389939 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 32337 members Entering Unmasked Estep Score: -1390035.250000 Penalty: 950.983215 Iteration 33Q: 3 clusters Score -1390035 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 32628 members Entering Unmasked Estep Score: -1390146.375000 Penalty: 950.983215 Iteration 34Q: 3 clusters Score -1390146 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -1390248.250000 Penalty: 950.983215 Iteration 35Q: 3 clusters Score -1390248 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 33128 members Entering Unmasked Estep Score: -1390350.125000 Penalty: 950.983215 Iteration 36Q: 3 clusters Score -1390350 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 33339 members Entering Unmasked Estep Score: -1390432.625000 Penalty: 950.983215 Iteration 37Q: 3 clusters Score -1390433 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 33498 members Entering Unmasked Estep Score: -1390497.375000 Penalty: 950.983215 Iteration 38Q: 3 clusters Score -1390497 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 33630 members Entering Unmasked Estep Score: -1390544.875000 Penalty: 950.983215 Iteration 39Q: 3 clusters Score -1390545 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 33738 members Entering Unmasked Estep Score: -1390582.000000 Penalty: 950.983215 Iteration 40F: 3 clusters Score -1390582 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 33831 members Entering Unmasked Estep Score: -1390617.500000 Penalty: 950.983215 Iteration 41Q: 3 clusters Score -1390618 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 33898 members Entering Unmasked Estep Score: -1390636.500000 Penalty: 950.983215 Iteration 42Q: 3 clusters Score -1390636 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 33950 members Entering Unmasked Estep Score: -1390654.375000 Penalty: 950.983215 Iteration 43Q: 3 clusters Score -1390654 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 33998 members Entering Unmasked Estep Score: -1390669.875000 Penalty: 950.983215 Iteration 44Q: 3 clusters Score -1390670 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 34030 members Entering Unmasked Estep Score: -1390678.250000 Penalty: 950.983215 Iteration 45Q: 3 clusters Score -1390678 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 34058 members Entering Unmasked Estep Score: -1390688.875000 Penalty: 950.983215 Iteration 46Q: 3 clusters Score -1390689 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 34082 members Entering Unmasked Estep Score: -1390698.875000 Penalty: 950.983215 Iteration 47Q: 3 clusters Score -1390699 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 34105 members Entering Unmasked Estep Score: -1390707.250000 Penalty: 950.983215 Iteration 48Q: 3 clusters Score -1390707 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 34126 members Entering Unmasked Estep Score: -1390713.375000 Penalty: 950.983215 Iteration 49Q: 3 clusters Score -1390713 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 34140 members Entering Unmasked Estep Score: -1390722.250000 Penalty: 950.983215 Iteration 50Q: 3 clusters Score -1390722 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 34155 members Entering Unmasked Estep Score: -1390726.375000 Penalty: 950.983215 Iteration 51Q: 3 clusters Score -1390726 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 34169 members Entering Unmasked Estep Score: -1390731.250000 Penalty: 950.983215 Iteration 52Q: 3 clusters Score -1390731 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 34172 members Entering Unmasked Estep Score: -1390734.250000 Penalty: 950.983215 Iteration 53Q: 3 clusters Score -1390734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 34176 members Entering Unmasked Estep Score: -1390738.375000 Penalty: 950.983215 Iteration 54Q: 3 clusters Score -1390738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 34182 members Entering Unmasked Estep Score: -1390738.500000 Penalty: 950.983215 Iteration 55Q: 3 clusters Score -1390738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 34185 members Entering Unmasked Estep Score: -1390740.875000 Penalty: 950.983215 Iteration 56Q: 3 clusters Score -1390741 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 34188 members Entering Unmasked Estep Score: -1390740.750000 Penalty: 950.983215 Iteration 57Q: 3 clusters Score -1390741 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 34190 members Entering Unmasked Estep Score: -1390740.875000 Penalty: 950.983215 Iteration 58Q: 3 clusters Score -1390741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 34191 members Entering Unmasked Estep Score: -1390740.375000 Penalty: 950.983215 Iteration 59Q: 3 clusters Score -1390740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 34191 members Entering Unmasked Estep Score: -1390740.375000 Penalty: 950.983215 Iteration 60F: 3 clusters Score -1390740 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (37676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37676 members Entering Unmasked Estep Score: -1412610.625000 Penalty: 479.423431 Iteration 0F: 2 clusters Score -1412611 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -1387273.000000 Penalty: 958.846863 Iteration 0F: 3 clusters Score -1387273 nChanged 18183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20743 members Mstep: Class 2 contains 16933 members Entering Unmasked Estep Score: -1399925.625000 Penalty: 958.846863 Iteration 1F: 3 clusters Score -1399926 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 15746 members Entering Unmasked Estep Score: -1402565.750000 Penalty: 958.846863 Iteration 2F: 3 clusters Score -1402566 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1405816.625000 Penalty: 958.846863 Iteration 3F: 3 clusters Score -1405817 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23751 members Mstep: Class 2 contains 13925 members Entering Unmasked Estep Score: -1409064.500000 Penalty: 958.846863 Iteration 4F: 3 clusters Score -1409064 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24052 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -1411172.750000 Penalty: 958.846863 Iteration 5F: 3 clusters Score -1411173 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24138 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -1412031.625000 Penalty: 958.846863 Iteration 6Q: 3 clusters Score -1412032 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24121 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -1412294.875000 Penalty: 958.846863 Iteration 7Q: 3 clusters Score -1412295 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -1412418.875000 Penalty: 958.846863 Iteration 8Q: 3 clusters Score -1412419 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24119 members Mstep: Class 2 contains 13557 members Entering Unmasked Estep Score: -1412481.750000 Penalty: 958.846863 Iteration 9Q: 3 clusters Score -1412482 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24059 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -1412512.875000 Penalty: 958.846863 Iteration 10Q: 3 clusters Score -1412513 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23984 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -1412550.750000 Penalty: 958.846863 Iteration 11Q: 3 clusters Score -1412551 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23905 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -1412570.500000 Penalty: 958.846863 Iteration 12Q: 3 clusters Score -1412570 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23818 members Mstep: Class 2 contains 13858 members Entering Unmasked Estep Score: -1412581.875000 Penalty: 958.846863 Iteration 13Q: 3 clusters Score -1412582 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23728 members Mstep: Class 2 contains 13948 members Entering Unmasked Estep Score: -1412591.625000 Penalty: 958.846863 Iteration 14Q: 3 clusters Score -1412592 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 14066 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1412637.375000 Penalty: 958.846863 Iteration 19Q: 3 clusters Score -1412637 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23008 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -1412643.000000 Penalty: 958.846863 Iteration 20F: 3 clusters Score -1412643 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22871 members Mstep: Class 2 contains 14805 members Entering Unmasked Estep Score: -1412657.375000 Penalty: 958.846863 Iteration 21Q: 3 clusters Score -1412657 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22731 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -1412671.625000 Penalty: 958.846863 Iteration 22Q: 3 clusters Score -1412672 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22588 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -1412686.000000 Penalty: 958.846863 Iteration 23Q: 3 clusters Score -1412686 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22452 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -1412698.500000 Penalty: 958.846863 Iteration 24Q: 3 clusters Score -1412698 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22308 members Mstep: Class 2 contains 15368 members Entering Unmasked Estep Score: -1412712.625000 Penalty: 958.846863 Iteration 25Q: 3 clusters Score -1412713 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -1412722.625000 Penalty: 958.846863 Iteration 26Q: 3 clusters Score -1412723 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22014 members 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contains 21439 members Mstep: Class 2 contains 16237 members Entering Unmasked Estep Score: -1412779.125000 Penalty: 958.846863 Iteration 31Q: 3 clusters Score -1412779 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21288 members Mstep: Class 2 contains 16388 members Entering Unmasked Estep Score: -1412798.000000 Penalty: 958.846863 Iteration 32Q: 3 clusters Score -1412798 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21132 members Mstep: Class 2 contains 16544 members Entering Unmasked Estep Score: -1412815.375000 Penalty: 958.846863 Iteration 33Q: 3 clusters Score -1412815 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 16687 members Entering Unmasked Estep Score: -1412825.250000 Penalty: 958.846863 Iteration 34Q: 3 clusters Score -1412825 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 20217 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -1412895.125000 Penalty: 958.846863 Iteration 39Q: 3 clusters Score -1412895 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20058 members Mstep: Class 2 contains 17618 members Entering Unmasked Estep Score: -1412915.125000 Penalty: 958.846863 Iteration 40F: 3 clusters Score -1412915 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 17785 members Entering Unmasked Estep Score: -1412925.750000 Penalty: 958.846863 Iteration 41Q: 3 clusters Score -1412926 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 17949 members Entering Unmasked Estep Score: -1412942.000000 Penalty: 958.846863 Iteration 42Q: 3 clusters Score -1412942 nChanged 182 Entering 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nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 18847 members Entering Unmasked Estep Score: -1413030.125000 Penalty: 958.846863 Iteration 47Q: 3 clusters Score -1413030 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18665 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -1413058.625000 Penalty: 958.846863 Iteration 48Q: 3 clusters Score -1413059 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18502 members Mstep: Class 2 contains 19174 members Entering Unmasked Estep Score: -1413071.000000 Penalty: 958.846863 Iteration 49Q: 3 clusters Score -1413071 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 19352 members Entering Unmasked Estep Score: -1413084.125000 Penalty: 958.846863 Iteration 50Q: 3 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Unmasked Estep Score: -1413342.875000 Penalty: 958.846863 Iteration 62Q: 3 clusters Score -1413343 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15960 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -1413357.375000 Penalty: 958.846863 Iteration 63Q: 3 clusters Score -1413357 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 21883 members Entering Unmasked Estep Score: -1413379.500000 Penalty: 958.846863 Iteration 64Q: 3 clusters Score -1413380 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15628 members Mstep: Class 2 contains 22048 members Entering Unmasked Estep Score: -1413397.125000 Penalty: 958.846863 Iteration 65Q: 3 clusters Score -1413397 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15474 members Mstep: Class 2 contains 22202 members Entering Unmasked Estep Score: -1413413.625000 Penalty: 958.846863 Iteration 66Q: 3 clusters Score -1413414 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 22357 members Entering Unmasked Estep Score: -1413434.375000 Penalty: 958.846863 Iteration 67Q: 3 clusters Score -1413434 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15141 members Mstep: Class 2 contains 22535 members Entering Unmasked Estep Score: -1413450.750000 Penalty: 958.846863 Iteration 68Q: 3 clusters Score -1413451 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Mstep: Class 2 contains 22711 members Entering Unmasked Estep Score: -1413478.625000 Penalty: 958.846863 Iteration 69Q: 3 clusters Score -1413479 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14790 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -1413499.000000 Penalty: 958.846863 Iteration 70Q: 3 clusters Score -1413499 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14622 members Mstep: Class 2 contains 23054 members Entering Unmasked Estep Score: -1413515.875000 Penalty: 958.846863 Iteration 71Q: 3 clusters Score -1413516 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 23216 members Entering Unmasked Estep Score: -1413529.625000 Penalty: 958.846863 Iteration 72Q: 3 clusters Score -1413530 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 23371 members Entering Unmasked Estep Score: -1413551.750000 Penalty: 958.846863 Iteration 73Q: 3 clusters Score -1413552 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -1413571.625000 Penalty: 958.846863 Iteration 74Q: 3 clusters Score -1413572 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 23718 members Entering Unmasked Estep Score: -1413586.250000 Penalty: 958.846863 Iteration 75Q: 3 clusters Score -1413586 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13769 members Mstep: Class 2 contains 23907 members Entering Unmasked Estep Score: -1413614.875000 Penalty: 958.846863 Iteration 76Q: 3 clusters Score -1413615 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13589 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -1413645.375000 Penalty: 958.846863 Iteration 77Q: 3 clusters Score -1413645 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13431 members Mstep: Class 2 contains 24245 members Entering Unmasked Estep Score: -1413663.625000 Penalty: 958.846863 Iteration 78Q: 3 clusters Score -1413664 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 24387 members Entering Unmasked Estep Score: -1413681.250000 Penalty: 958.846863 Iteration 79Q: 3 clusters Score -1413681 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -1413687.750000 Penalty: 958.846863 Iteration 80F: 3 clusters Score -1413688 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 24657 members Entering Unmasked Estep Score: -1413705.250000 Penalty: 958.846863 Iteration 81Q: 3 clusters Score -1413705 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 24767 members Entering Unmasked Estep Score: -1413711.500000 Penalty: 958.846863 Iteration 82Q: 3 clusters Score -1413712 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 24877 members Entering Unmasked Estep Score: -1413722.000000 Penalty: 958.846863 Iteration 83Q: 3 clusters Score -1413722 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12679 members Mstep: Class 2 contains 24997 members Entering Unmasked Estep Score: -1413729.625000 Penalty: 958.846863 Iteration 84Q: 3 clusters Score -1413730 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 25122 members Entering Unmasked Estep Score: -1413746.250000 Penalty: 958.846863 Iteration 85Q: 3 clusters Score -1413746 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 25240 members Entering Unmasked Estep Score: -1413761.000000 Penalty: 958.846863 Iteration 86Q: 3 clusters Score -1413761 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -1413770.250000 Penalty: 958.846863 Iteration 87Q: 3 clusters Score -1413770 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 25474 members Entering Unmasked Estep Score: -1413774.125000 Penalty: 958.846863 Iteration 88Q: 3 clusters Score -1413774 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 25600 members Entering Unmasked Estep Score: -1413791.250000 Penalty: 958.846863 Iteration 89Q: 3 clusters Score -1413791 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 25738 members Entering Unmasked Estep Score: -1413812.375000 Penalty: 958.846863 Iteration 90Q: 3 clusters Score -1413812 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 25875 members Entering Unmasked Estep Score: -1413823.625000 Penalty: 958.846863 Iteration 91Q: 3 clusters Score -1413824 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 26004 members Entering Unmasked Estep Score: -1413843.625000 Penalty: 958.846863 Iteration 92Q: 3 clusters Score -1413844 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11538 members Mstep: Class 2 contains 26138 members Entering Unmasked Estep Score: -1413868.000000 Penalty: 958.846863 Iteration 93Q: 3 clusters Score -1413868 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 26265 members Entering Unmasked Estep Score: -1413884.625000 Penalty: 958.846863 Iteration 94Q: 3 clusters Score -1413885 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 26388 members Entering Unmasked Estep Score: -1413902.875000 Penalty: 958.846863 Iteration 95Q: 3 clusters Score -1413903 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 26518 members Entering Unmasked Estep Score: -1413920.625000 Penalty: 958.846863 Iteration 96Q: 3 clusters Score -1413921 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 26647 members Entering Unmasked Estep Score: -1413933.625000 Penalty: 958.846863 Iteration 97Q: 3 clusters Score -1413934 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 26759 members Entering Unmasked Estep Score: -1413938.875000 Penalty: 958.846863 Iteration 98Q: 3 clusters Score -1413939 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 26853 members Entering Unmasked Estep Score: -1413949.125000 Penalty: 958.846863 Iteration 99Q: 3 clusters Score -1413949 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 26945 members Entering Unmasked Estep Score: -1413957.125000 Penalty: 958.846863 Iteration 100F: 3 clusters Score -1413957 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 27027 members Entering Unmasked Estep Score: -1413964.500000 Penalty: 958.846863 Iteration 101Q: 3 clusters Score -1413964 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 27110 members Entering Unmasked Estep Score: -1413966.750000 Penalty: 958.846863 Iteration 102Q: 3 clusters Score -1413967 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 27193 members Entering Unmasked Estep Score: -1413974.250000 Penalty: 958.846863 Iteration 103Q: 3 clusters Score -1413974 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -1413992.000000 Penalty: 958.846863 Iteration 104Q: 3 clusters Score -1413992 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 27377 members Entering Unmasked Estep Score: -1413997.000000 Penalty: 958.846863 Iteration 105Q: 3 clusters Score -1413997 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 27449 members Entering Unmasked Estep Score: -1414000.500000 Penalty: 958.846863 Iteration 106Q: 3 clusters Score -1414000 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -1414005.000000 Penalty: 958.846863 Iteration 107Q: 3 clusters Score -1414005 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -1414008.875000 Penalty: 958.846863 Iteration 108Q: 3 clusters Score -1414009 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 27629 members Entering Unmasked Estep Score: -1414013.750000 Penalty: 958.846863 Iteration 109Q: 3 clusters Score -1414014 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 27681 members Entering Unmasked Estep Score: -1414018.625000 Penalty: 958.846863 Iteration 110Q: 3 clusters Score -1414019 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9946 members Mstep: Class 2 contains 27730 members Entering Unmasked Estep Score: -1414020.375000 Penalty: 958.846863 Iteration 111Q: 3 clusters Score -1414020 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 27772 members Entering Unmasked Estep Score: -1414030.125000 Penalty: 958.846863 Iteration 112Q: 3 clusters Score -1414030 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 27810 members Entering Unmasked Estep Score: -1414030.500000 Penalty: 958.846863 Iteration 113Q: 3 clusters Score -1414030 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 27850 members Entering Unmasked Estep Score: -1414035.375000 Penalty: 958.846863 Iteration 114Q: 3 clusters Score -1414035 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 27886 members Entering Unmasked Estep Score: -1414036.375000 Penalty: 958.846863 Iteration 115Q: 3 clusters Score -1414036 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 27908 members Entering Unmasked Estep Score: -1414038.375000 Penalty: 958.846863 Iteration 116Q: 3 clusters Score -1414038 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 27931 members Entering Unmasked Estep Score: -1414031.750000 Penalty: 958.846863 Iteration 117Q: 3 clusters Score -1414032 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 27953 members Entering Unmasked Estep Score: -1414034.750000 Penalty: 958.846863 Iteration 118Q: 3 clusters Score -1414035 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 27973 members Entering Unmasked Estep Score: -1414035.875000 Penalty: 958.846863 Iteration 119Q: 3 clusters Score -1414036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 27991 members Entering Unmasked Estep Score: -1414034.000000 Penalty: 958.846863 Iteration 120F: 3 clusters Score -1414034 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 28014 members Entering Unmasked Estep Score: -1414033.750000 Penalty: 958.846863 Iteration 121Q: 3 clusters Score -1414034 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 28030 members Entering Unmasked Estep Score: -1414030.625000 Penalty: 958.846863 Iteration 122Q: 3 clusters Score -1414031 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 28046 members Entering Unmasked Estep Score: -1414033.750000 Penalty: 958.846863 Iteration 123Q: 3 clusters Score -1414034 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 28067 members Entering Unmasked Estep Score: -1414033.375000 Penalty: 958.846863 Iteration 124Q: 3 clusters Score -1414033 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 28090 members Entering Unmasked Estep Score: -1414032.500000 Penalty: 958.846863 Iteration 125Q: 3 clusters Score -1414032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 28108 members Entering Unmasked Estep Score: -1414033.125000 Penalty: 958.846863 Iteration 126Q: 3 clusters Score -1414033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -1414036.250000 Penalty: 958.846863 Iteration 127Q: 3 clusters Score -1414036 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 28139 members Entering Unmasked Estep Score: -1414036.500000 Penalty: 958.846863 Iteration 128Q: 3 clusters Score -1414036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 28157 members Entering Unmasked Estep Score: -1414036.250000 Penalty: 958.846863 Iteration 129Q: 3 clusters Score -1414036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 28173 members Entering Unmasked Estep Score: -1414037.125000 Penalty: 958.846863 Iteration 130Q: 3 clusters Score -1414037 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 28183 members Entering Unmasked Estep Score: -1414037.625000 Penalty: 958.846863 Iteration 131Q: 3 clusters Score -1414038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 28195 members Entering Unmasked Estep Score: -1414038.000000 Penalty: 958.846863 Iteration 132Q: 3 clusters Score -1414038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 28207 members Entering Unmasked Estep Score: -1414037.375000 Penalty: 958.846863 Iteration 133Q: 3 clusters Score -1414037 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 28218 members Entering Unmasked Estep Score: -1414035.000000 Penalty: 958.846863 Iteration 134Q: 3 clusters Score -1414035 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 28226 members Entering Unmasked Estep Score: -1414035.375000 Penalty: 958.846863 Iteration 135Q: 3 clusters Score -1414035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 28233 members Entering Unmasked Estep Score: -1414034.375000 Penalty: 958.846863 Iteration 136Q: 3 clusters Score -1414034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 28238 members Entering Unmasked Estep Score: -1414032.875000 Penalty: 958.846863 Iteration 137Q: 3 clusters Score -1414033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 28241 members Entering Unmasked Estep Score: -1414033.750000 Penalty: 958.846863 Iteration 138Q: 3 clusters Score -1414034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 28244 members Entering Unmasked Estep Score: -1414033.375000 Penalty: 958.846863 Iteration 139Q: 3 clusters Score -1414033 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 28249 members Entering Unmasked Estep Score: -1414034.375000 Penalty: 958.846863 Iteration 140F: 3 clusters Score -1414034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 28253 members Entering Unmasked Estep Score: -1414035.125000 Penalty: 958.846863 Iteration 141Q: 3 clusters Score -1414035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 28256 members Entering Unmasked Estep Score: -1414035.000000 Penalty: 958.846863 Iteration 142Q: 3 clusters Score -1414035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 28259 members Entering Unmasked Estep Score: -1414033.500000 Penalty: 958.846863 Iteration 143Q: 3 clusters Score -1414034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -1414033.375000 Penalty: 958.846863 Iteration 144Q: 3 clusters Score -1414033 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -1414033.375000 Penalty: 958.846863 Iteration 145F: 3 clusters Score -1414033 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Entering Unmasked Estep Score: -14412766.000000 Penalty: 15241.900391 Splitting cluster 11 changes total score from -14394722.000000 to -14412766.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 12 (2242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Entering Unmasked Estep Score: -81219.437500 Penalty: 351.038116 Iteration 0F: 2 clusters Score -81219.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -79669.929688 Penalty: 702.076233 Iteration 0F: 3 clusters Score -79669.93 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -80460.164062 Penalty: 702.076233 Iteration 1F: 3 clusters Score -80460.16 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -81219.851562 Penalty: 702.076233 Iteration 2F: 3 clusters Score -81219.85 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -81982.531250 Penalty: 702.076233 Iteration 3F: 3 clusters Score -81982.53 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -82377.015625 Penalty: 702.076233 Iteration 4F: 3 clusters Score -82377.02 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -82477.726562 Penalty: 702.076233 Iteration 5Q: 3 clusters Score -82477.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -82513.101562 Penalty: 702.076233 Iteration 6Q: 3 clusters Score -82513.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -82532.453125 Penalty: 702.076233 Iteration 7Q: 3 clusters Score -82532.45 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -82554.179688 Penalty: 702.076233 Iteration 8Q: 3 clusters Score -82554.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -82565.843750 Penalty: 702.076233 Iteration 9Q: 3 clusters Score -82565.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -82570.734375 Penalty: 702.076233 Iteration 10Q: 3 clusters Score -82570.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -82571.914062 Penalty: 702.076233 Iteration 11Q: 3 clusters Score -82571.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -82573.054688 Penalty: 702.076233 Iteration 12Q: 3 clusters Score -82573.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -82573.757812 Penalty: 702.076233 Iteration 13Q: 3 clusters Score -82573.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -82574.328125 Penalty: 702.076233 Iteration 14Q: 3 clusters Score -82574.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -82575.304688 Penalty: 702.076233 Iteration 15Q: 3 clusters Score -82575.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82576.031250 Penalty: 702.076233 Iteration 16Q: 3 clusters Score -82576.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -82576.195312 Penalty: 702.076233 Iteration 17Q: 3 clusters Score -82576.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -82576.195312 Penalty: 702.076233 Iteration 18F: 3 clusters Score -82576.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 80179 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Entering Unmasked Estep Score: -14413898.000000 Penalty: 15828.126953 Splitting cluster 12 changes total score from -14394722.000000 to -14413898.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 13 (80179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80179 members Entering Unmasked Estep Score: -3082730.250000 Penalty: 513.786743 Iteration 0F: 2 clusters Score -3082730 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40156 members Mstep: Class 2 contains 40023 members Entering Unmasked Estep Score: -3028716.000000 Penalty: 1027.573486 Iteration 0F: 3 clusters Score -3028716 nChanged 39044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40660 members Mstep: Class 2 contains 39519 members Entering Unmasked Estep Score: -3055291.750000 Penalty: 1027.573486 Iteration 1F: 3 clusters Score -3055292 nChanged 5565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41129 members Mstep: Class 2 contains 39050 members Entering Unmasked Estep Score: -3059902.000000 Penalty: 1027.573486 Iteration 2F: 3 clusters Score -3059902 nChanged 6242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41775 members Mstep: Class 2 contains 38404 members Entering Unmasked Estep Score: -3065799.000000 Penalty: 1027.573486 Iteration 3F: 3 clusters Score -3065799 nChanged 6326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43159 members Mstep: Class 2 contains 37020 members Entering Unmasked Estep Score: -3071588.500000 Penalty: 1027.573486 Iteration 4F: 3 clusters Score -3071588 nChanged 5564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45279 members Mstep: Class 2 contains 34900 members Entering Unmasked Estep Score: -3075864.000000 Penalty: 1027.573486 Iteration 5F: 3 clusters Score -3075864 nChanged 4557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47922 members Mstep: Class 2 contains 32257 members Entering Unmasked Estep Score: -3078940.000000 Penalty: 1027.573486 Iteration 6F: 3 clusters Score -3078940 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50983 members Mstep: Class 2 contains 29196 members Entering Unmasked Estep Score: -3081789.250000 Penalty: 1027.573486 Iteration 7Q: 3 clusters Score -3081789 nChanged 3747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54230 members Mstep: Class 2 contains 25949 members Entering Unmasked Estep Score: -3084942.000000 Penalty: 1027.573486 Iteration 8Q: 3 clusters Score -3084942 nChanged 3364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57328 members Mstep: Class 2 contains 22851 members Entering Unmasked Estep Score: -3088020.750000 Penalty: 1027.573486 Iteration 9Q: 3 clusters Score -3088021 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59834 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -3090473.000000 Penalty: 1027.573486 Iteration 10Q: 3 clusters Score -3090473 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61604 members Mstep: Class 2 contains 18575 members Entering Unmasked Estep Score: -3092076.250000 Penalty: 1027.573486 Iteration 11Q: 3 clusters Score -3092076 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62826 members Mstep: Class 2 contains 17353 members Entering Unmasked Estep Score: -3092910.250000 Penalty: 1027.573486 Iteration 12Q: 3 clusters Score -3092910 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63634 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -3093256.500000 Penalty: 1027.573486 Iteration 13Q: 3 clusters Score -3093256 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64170 members Mstep: Class 2 contains 16009 members Entering Unmasked Estep Score: -3093410.750000 Penalty: 1027.573486 Iteration 14Q: 3 clusters Score -3093411 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64570 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -3093500.500000 Penalty: 1027.573486 Iteration 15Q: 3 clusters Score -3093500 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64875 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -3093556.000000 Penalty: 1027.573486 Iteration 16Q: 3 clusters Score -3093556 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65110 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -3093604.500000 Penalty: 1027.573486 Iteration 17Q: 3 clusters Score -3093604 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65288 members Mstep: Class 2 contains 14891 members Entering Unmasked Estep Score: -3093613.000000 Penalty: 1027.573486 Iteration 18Q: 3 clusters Score -3093613 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65423 members Mstep: Class 2 contains 14756 members Entering Unmasked Estep Score: -3093641.250000 Penalty: 1027.573486 Iteration 19Q: 3 clusters Score -3093641 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65501 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -3093641.750000 Penalty: 1027.573486 Iteration 20F: 3 clusters Score -3093642 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65551 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -3093639.250000 Penalty: 1027.573486 Iteration 21Q: 3 clusters Score -3093639 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65576 members Mstep: Class 2 contains 14603 members Entering Unmasked Estep Score: -3093635.000000 Penalty: 1027.573486 Iteration 22Q: 3 clusters Score -3093635 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65598 members Mstep: Class 2 contains 14581 members Entering Unmasked Estep Score: -3093634.000000 Penalty: 1027.573486 Iteration 23Q: 3 clusters Score -3093634 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65619 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -3093632.000000 Penalty: 1027.573486 Iteration 24Q: 3 clusters Score -3093632 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65631 members Mstep: Class 2 contains 14548 members Entering Unmasked Estep Score: -3093627.250000 Penalty: 1027.573486 Iteration 25Q: 3 clusters Score -3093627 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65644 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -3093626.500000 Penalty: 1027.573486 Iteration 26Q: 3 clusters Score -3093626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65653 members Mstep: Class 2 contains 14526 members Entering Unmasked Estep Score: -3093626.250000 Penalty: 1027.573486 Iteration 27Q: 3 clusters Score -3093626 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65665 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -3093634.750000 Penalty: 1027.573486 Iteration 28Q: 3 clusters Score -3093635 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65669 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -3093637.500000 Penalty: 1027.573486 Iteration 29Q: 3 clusters Score -3093638 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65672 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -3093637.250000 Penalty: 1027.573486 Iteration 30Q: 3 clusters Score -3093637 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65675 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -3093640.000000 Penalty: 1027.573486 Iteration 31Q: 3 clusters Score -3093640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65679 members Mstep: Class 2 contains 14500 members Entering Unmasked Estep Score: -3093642.500000 Penalty: 1027.573486 Iteration 32Q: 3 clusters Score -3093642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65688 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep Score: -3093638.500000 Penalty: 1027.573486 Iteration 33Q: 3 clusters Score -3093638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65692 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -3093636.250000 Penalty: 1027.573486 Iteration 34Q: 3 clusters Score -3093636 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65696 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -3093635.500000 Penalty: 1027.573486 Iteration 35Q: 3 clusters Score -3093636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65697 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -3093634.500000 Penalty: 1027.573486 Iteration 36Q: 3 clusters Score -3093634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65699 members Mstep: Class 2 contains 14480 members Entering Unmasked Estep Score: -3093634.750000 Penalty: 1027.573486 Iteration 37Q: 3 clusters Score -3093635 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65701 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -3093632.250000 Penalty: 1027.573486 Iteration 38Q: 3 clusters Score -3093632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65701 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -3093632.250000 Penalty: 1027.573486 Iteration 39F: 3 clusters Score -3093632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 12291 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Entering Unmasked Estep Score: -14424884.000000 Penalty: 16414.353516 Splitting cluster 13 changes total score from -14394722.000000 to -14424884.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 14 (12291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Entering Unmasked Estep Score: -470811.468750 Penalty: 428.456299 Iteration 0F: 2 clusters Score -470811.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -462688.312500 Penalty: 856.912598 Iteration 0F: 3 clusters Score -462688.3 nChanged 5687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -466513.718750 Penalty: 856.912598 Iteration 1F: 3 clusters Score -466513.7 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -467327.250000 Penalty: 856.912598 Iteration 2F: 3 clusters Score -467327.2 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -468138.437500 Penalty: 856.912598 Iteration 3F: 3 clusters Score -468138.4 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -468863.750000 Penalty: 856.912598 Iteration 4F: 3 clusters Score -468863.8 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -469452.437500 Penalty: 856.912598 Iteration 5F: 3 clusters Score -469452.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -469834.843750 Penalty: 856.912598 Iteration 6Q: 3 clusters Score -469834.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -470076.062500 Penalty: 856.912598 Iteration 7Q: 3 clusters Score -470076.1 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -470312.750000 Penalty: 856.912598 Iteration 8Q: 3 clusters Score -470312.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -470579.093750 Penalty: 856.912598 Iteration 9Q: 3 clusters Score -470579.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -470985.218750 Penalty: 856.912598 Iteration 10Q: 3 clusters Score -470985.2 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -471758.093750 Penalty: 856.912598 Iteration 11Q: 3 clusters Score -471758.1 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -472878.500000 Penalty: 856.912598 Iteration 12Q: 3 clusters Score -472878.5 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -473620.406250 Penalty: 856.912598 Iteration 13Q: 3 clusters Score -473620.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -473877.937500 Penalty: 856.912598 Iteration 14Q: 3 clusters Score -473877.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -473974.343750 Penalty: 856.912598 Iteration 15Q: 3 clusters Score -473974.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9566 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -474023.437500 Penalty: 856.912598 Iteration 16Q: 3 clusters Score -474023.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -474071.218750 Penalty: 856.912598 Iteration 17Q: 3 clusters Score -474071.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -474127.437500 Penalty: 856.912598 Iteration 18Q: 3 clusters Score -474127.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -474232.500000 Penalty: 856.912598 Iteration 19Q: 3 clusters Score -474232.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -474506.125000 Penalty: 856.912598 Iteration 20F: 3 clusters Score -474506.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -474850.937500 Penalty: 856.912598 Iteration 21Q: 3 clusters Score -474850.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -474925.781250 Penalty: 856.912598 Iteration 22Q: 3 clusters Score -474925.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -474942.000000 Penalty: 856.912598 Iteration 23Q: 3 clusters Score -474942 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -474945.968750 Penalty: 856.912598 Iteration 24Q: 3 clusters Score -474946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -474948.562500 Penalty: 856.912598 Iteration 25Q: 3 clusters Score -474948.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -474947.625000 Penalty: 856.912598 Iteration 26Q: 3 clusters Score -474947.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -474949.531250 Penalty: 856.912598 Iteration 27Q: 3 clusters Score -474949.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -474949.062500 Penalty: 856.912598 Iteration 28Q: 3 clusters Score -474949.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -474947.781250 Penalty: 856.912598 Iteration 29Q: 3 clusters Score -474947.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -474947.625000 Penalty: 856.912598 Iteration 30Q: 3 clusters Score -474947.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -474948.062500 Penalty: 856.912598 Iteration 31Q: 3 clusters Score -474948.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -474948.062500 Penalty: 856.912598 Iteration 32F: 3 clusters Score -474948.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Mstep: Class 29 contains 3324 members Entering Unmasked Estep Score: -14428827.000000 Penalty: 17000.582031 Splitting cluster 14 changes total score from -14394722.000000 to -14428827.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 15 (2613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Entering Unmasked Estep Score: -79464.492188 Penalty: 358.005554 Iteration 0F: 2 clusters Score -79464.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -77722.179688 Penalty: 716.011108 Iteration 0F: 3 clusters Score -77722.18 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -78860.132812 Penalty: 716.011108 Iteration 1F: 3 clusters Score -78860.13 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -79597.234375 Penalty: 716.011108 Iteration 2F: 3 clusters Score -79597.23 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -80046.273438 Penalty: 716.011108 Iteration 3F: 3 clusters Score -80046.27 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -80203.265625 Penalty: 716.011108 Iteration 4F: 3 clusters Score -80203.27 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -80249.289062 Penalty: 716.011108 Iteration 5Q: 3 clusters Score -80249.29 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -80265.921875 Penalty: 716.011108 Iteration 6Q: 3 clusters Score -80265.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -80272.132812 Penalty: 716.011108 Iteration 7Q: 3 clusters Score -80272.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -80273.882812 Penalty: 716.011108 Iteration 8Q: 3 clusters Score -80273.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -80275.109375 Penalty: 716.011108 Iteration 9Q: 3 clusters Score -80275.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -80276.578125 Penalty: 716.011108 Iteration 10Q: 3 clusters Score -80276.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -80277.664062 Penalty: 716.011108 Iteration 11Q: 3 clusters Score -80277.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -80279.375000 Penalty: 716.011108 Iteration 12Q: 3 clusters Score -80279.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -80279.796875 Penalty: 716.011108 Iteration 13Q: 3 clusters Score -80279.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -80280.054688 Penalty: 716.011108 Iteration 14Q: 3 clusters Score -80280.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -80280.054688 Penalty: 716.011108 Iteration 15F: 3 clusters Score -80280.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 37068 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Mstep: Class 29 contains 3324 members Mstep: Class 30 contains 1872 members Entering Unmasked Estep Score: -14429451.000000 Penalty: 17586.808594 Splitting cluster 15 changes total score from -14394722.000000 to -14429451.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 16 (37068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37068 members Entering Unmasked Estep Score: -1445601.375000 Penalty: 478.683197 Iteration 0F: 2 clusters Score -1445601 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18573 members Mstep: Class 2 contains 18495 members Entering Unmasked Estep Score: -1420770.875000 Penalty: 957.366394 Iteration 0F: 3 clusters Score -1420771 nChanged 17999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 16430 members Entering Unmasked Estep Score: -1432859.500000 Penalty: 957.366394 Iteration 1F: 3 clusters Score -1432860 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22261 members Mstep: Class 2 contains 14807 members Entering Unmasked Estep Score: -1435783.000000 Penalty: 957.366394 Iteration 2F: 3 clusters Score -1435783 nChanged 3579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24174 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -1439053.875000 Penalty: 957.366394 Iteration 3F: 3 clusters Score -1439054 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25847 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -1441500.375000 Penalty: 957.366394 Iteration 4F: 3 clusters Score -1441500 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27175 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1443003.750000 Penalty: 957.366394 Iteration 5F: 3 clusters Score -1443004 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28222 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -1444002.500000 Penalty: 957.366394 Iteration 6Q: 3 clusters Score -1444002 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29132 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1444854.375000 Penalty: 957.366394 Iteration 7Q: 3 clusters Score -1444854 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29935 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1445655.750000 Penalty: 957.366394 Iteration 8Q: 3 clusters Score -1445656 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30581 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -1446244.125000 Penalty: 957.366394 Iteration 9Q: 3 clusters Score -1446244 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31061 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1446546.875000 Penalty: 957.366394 Iteration 10Q: 3 clusters Score -1446547 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31414 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1446741.000000 Penalty: 957.366394 Iteration 11Q: 3 clusters Score -1446741 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31715 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -1446868.000000 Penalty: 957.366394 Iteration 12Q: 3 clusters Score -1446868 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31955 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1446952.875000 Penalty: 957.366394 Iteration 13Q: 3 clusters Score -1446953 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32153 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1447012.625000 Penalty: 957.366394 Iteration 14Q: 3 clusters Score -1447013 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32327 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1447050.000000 Penalty: 957.366394 Iteration 15Q: 3 clusters Score -1447050 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32468 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1447072.250000 Penalty: 957.366394 Iteration 16Q: 3 clusters Score -1447072 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32587 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1447094.125000 Penalty: 957.366394 Iteration 17Q: 3 clusters Score -1447094 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32677 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1447104.250000 Penalty: 957.366394 Iteration 18Q: 3 clusters Score -1447104 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32752 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1447114.625000 Penalty: 957.366394 Iteration 19Q: 3 clusters Score -1447115 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32819 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1447121.500000 Penalty: 957.366394 Iteration 20F: 3 clusters Score -1447122 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32882 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -1447123.750000 Penalty: 957.366394 Iteration 21Q: 3 clusters Score -1447124 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32935 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1447133.125000 Penalty: 957.366394 Iteration 22Q: 3 clusters Score -1447133 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32986 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1447138.125000 Penalty: 957.366394 Iteration 23Q: 3 clusters Score -1447138 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33022 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1447149.500000 Penalty: 957.366394 Iteration 24Q: 3 clusters Score -1447150 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33053 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1447149.125000 Penalty: 957.366394 Iteration 25Q: 3 clusters Score -1447149 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33073 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1447149.250000 Penalty: 957.366394 Iteration 26Q: 3 clusters Score -1447149 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33092 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1447154.750000 Penalty: 957.366394 Iteration 27Q: 3 clusters Score -1447155 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33111 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1447155.250000 Penalty: 957.366394 Iteration 28Q: 3 clusters Score -1447155 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33124 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1447157.375000 Penalty: 957.366394 Iteration 29Q: 3 clusters Score -1447157 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33138 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1447160.750000 Penalty: 957.366394 Iteration 30Q: 3 clusters Score -1447161 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33151 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1447157.750000 Penalty: 957.366394 Iteration 31Q: 3 clusters Score -1447158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1447154.125000 Penalty: 957.366394 Iteration 32Q: 3 clusters Score -1447154 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33171 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1447155.500000 Penalty: 957.366394 Iteration 33Q: 3 clusters Score -1447156 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33177 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1447154.750000 Penalty: 957.366394 Iteration 34Q: 3 clusters Score -1447155 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33181 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1447157.625000 Penalty: 957.366394 Iteration 35Q: 3 clusters Score -1447158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33185 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1447157.625000 Penalty: 957.366394 Iteration 36Q: 3 clusters Score -1447158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33188 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1447159.625000 Penalty: 957.366394 Iteration 37Q: 3 clusters Score -1447160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33193 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1447157.500000 Penalty: 957.366394 Iteration 38Q: 3 clusters Score -1447158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1447158.000000 Penalty: 957.366394 Iteration 39Q: 3 clusters Score -1447158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33201 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1447160.000000 Penalty: 957.366394 Iteration 40F: 3 clusters Score -1447160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33206 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1447160.750000 Penalty: 957.366394 Iteration 41Q: 3 clusters Score -1447161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33214 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1447158.000000 Penalty: 957.366394 Iteration 42Q: 3 clusters Score -1447158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33217 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1447159.250000 Penalty: 957.366394 Iteration 43Q: 3 clusters Score -1447159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33223 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1447159.000000 Penalty: 957.366394 Iteration 44Q: 3 clusters Score -1447159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33229 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1447160.375000 Penalty: 957.366394 Iteration 45Q: 3 clusters Score -1447160 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33237 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1447161.125000 Penalty: 957.366394 Iteration 46Q: 3 clusters Score -1447161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33245 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1447160.125000 Penalty: 957.366394 Iteration 47Q: 3 clusters Score -1447160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33256 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1447159.125000 Penalty: 957.366394 Iteration 48Q: 3 clusters Score -1447159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33262 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1447156.750000 Penalty: 957.366394 Iteration 49Q: 3 clusters Score -1447157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33266 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1447160.875000 Penalty: 957.366394 Iteration 50Q: 3 clusters Score -1447161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33268 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1447160.250000 Penalty: 957.366394 Iteration 51Q: 3 clusters Score -1447160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33270 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1447160.750000 Penalty: 957.366394 Iteration 52Q: 3 clusters Score -1447161 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33270 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1447160.750000 Penalty: 957.366394 Iteration 53F: 3 clusters Score -1447161 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 33270 members Mstep: Class 17 contains 2911 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Mstep: Class 29 contains 3324 members Mstep: Class 30 contains 1872 members Mstep: Class 31 contains 3798 members Entering Unmasked Estep Score: -14430803.000000 Penalty: 18173.035156 Splitting cluster 16 changes total score from -14394722.000000 to -14430803.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 17 (2911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Entering Unmasked Estep Score: -110946.992188 Penalty: 362.919464 Iteration 0F: 2 clusters Score -110947 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -108987.445312 Penalty: 725.838928 Iteration 0F: 3 clusters Score -108987.4 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -110440.125000 Penalty: 725.838928 Iteration 1F: 3 clusters Score -110440.1 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -111086.992188 Penalty: 725.838928 Iteration 2F: 3 clusters Score -111087 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -111629.031250 Penalty: 725.838928 Iteration 3F: 3 clusters Score -111629 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -112071.734375 Penalty: 725.838928 Iteration 4F: 3 clusters Score -112071.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -112396.242188 Penalty: 725.838928 Iteration 5F: 3 clusters Score -112396.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -112589.976562 Penalty: 725.838928 Iteration 6Q: 3 clusters Score -112590 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -112661.656250 Penalty: 725.838928 Iteration 7Q: 3 clusters Score -112661.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -112690.015625 Penalty: 725.838928 Iteration 8Q: 3 clusters Score -112690 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -112706.757812 Penalty: 725.838928 Iteration 9Q: 3 clusters Score -112706.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -112713.515625 Penalty: 725.838928 Iteration 10Q: 3 clusters Score -112713.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -112719.164062 Penalty: 725.838928 Iteration 11Q: 3 clusters Score -112719.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -112721.203125 Penalty: 725.838928 Iteration 12Q: 3 clusters Score -112721.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -112724.914062 Penalty: 725.838928 Iteration 13Q: 3 clusters Score -112724.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -112727.000000 Penalty: 725.838928 Iteration 14Q: 3 clusters Score -112727 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -112729.085938 Penalty: 725.838928 Iteration 15Q: 3 clusters Score -112729.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -112730.812500 Penalty: 725.838928 Iteration 16Q: 3 clusters Score -112730.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -112731.562500 Penalty: 725.838928 Iteration 17Q: 3 clusters Score -112731.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -112735.148438 Penalty: 725.838928 Iteration 18Q: 3 clusters Score -112735.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -112736.343750 Penalty: 725.838928 Iteration 19Q: 3 clusters Score -112736.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -112737.601562 Penalty: 725.838928 Iteration 20F: 3 clusters Score -112737.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -112738.601562 Penalty: 725.838928 Iteration 21Q: 3 clusters Score -112738.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -112739.328125 Penalty: 725.838928 Iteration 22Q: 3 clusters Score -112739.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -112739.328125 Penalty: 725.838928 Iteration 23F: 3 clusters Score -112739.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 33270 members Mstep: Class 17 contains 1174 members Mstep: Class 18 contains 7525 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Mstep: Class 29 contains 3324 members Mstep: Class 30 contains 1872 members Mstep: Class 31 contains 3798 members Mstep: Class 32 contains 1737 members Entering Unmasked Estep Score: -14432361.000000 Penalty: 18759.261719 Splitting cluster 17 changes total score from -14394722.000000 to -14432361.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 18 (7525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Entering Unmasked Estep Score: -282922.250000 Penalty: 406.132385 Iteration 0F: 2 clusters Score -282922.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -277888.937500 Penalty: 812.264771 Iteration 0F: 3 clusters Score -277888.9 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -280252.312500 Penalty: 812.264771 Iteration 1F: 3 clusters Score -280252.3 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -280707.812500 Penalty: 812.264771 Iteration 2F: 3 clusters Score -280707.8 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -281207.062500 Penalty: 812.264771 Iteration 3F: 3 clusters Score -281207.1 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -281686.906250 Penalty: 812.264771 Iteration 4F: 3 clusters Score -281686.9 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -282064.218750 Penalty: 812.264771 Iteration 5F: 3 clusters Score -282064.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -282290.343750 Penalty: 812.264771 Iteration 6Q: 3 clusters Score -282290.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -282411.250000 Penalty: 812.264771 Iteration 7Q: 3 clusters Score -282411.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -282538.468750 Penalty: 812.264771 Iteration 8Q: 3 clusters Score -282538.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -282646.281250 Penalty: 812.264771 Iteration 9Q: 3 clusters Score -282646.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -282720.343750 Penalty: 812.264771 Iteration 10Q: 3 clusters Score -282720.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -282765.968750 Penalty: 812.264771 Iteration 11Q: 3 clusters Score -282766 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -282792.625000 Penalty: 812.264771 Iteration 12Q: 3 clusters Score -282792.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -282809.437500 Penalty: 812.264771 Iteration 13Q: 3 clusters Score -282809.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -282829.375000 Penalty: 812.264771 Iteration 14Q: 3 clusters Score -282829.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -282842.718750 Penalty: 812.264771 Iteration 15Q: 3 clusters Score -282842.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -282846.875000 Penalty: 812.264771 Iteration 16Q: 3 clusters Score -282846.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -282848.750000 Penalty: 812.264771 Iteration 17Q: 3 clusters Score -282848.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -282853.250000 Penalty: 812.264771 Iteration 18Q: 3 clusters Score -282853.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -282855.593750 Penalty: 812.264771 Iteration 19Q: 3 clusters Score -282855.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -282862.125000 Penalty: 812.264771 Iteration 20F: 3 clusters Score -282862.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -282873.843750 Penalty: 812.264771 Iteration 21Q: 3 clusters Score -282873.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -282894.343750 Penalty: 812.264771 Iteration 22Q: 3 clusters Score -282894.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -282912.500000 Penalty: 812.264771 Iteration 23Q: 3 clusters Score -282912.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -282926.562500 Penalty: 812.264771 Iteration 24Q: 3 clusters Score -282926.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -282939.812500 Penalty: 812.264771 Iteration 25Q: 3 clusters Score -282939.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -282951.968750 Penalty: 812.264771 Iteration 26Q: 3 clusters Score -282952 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -282967.625000 Penalty: 812.264771 Iteration 27Q: 3 clusters Score -282967.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -282977.375000 Penalty: 812.264771 Iteration 28Q: 3 clusters Score -282977.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -282988.656250 Penalty: 812.264771 Iteration 29Q: 3 clusters Score -282988.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -283000.968750 Penalty: 812.264771 Iteration 30Q: 3 clusters Score -283001 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -283019.656250 Penalty: 812.264771 Iteration 31Q: 3 clusters Score -283019.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -283028.000000 Penalty: 812.264771 Iteration 32Q: 3 clusters Score -283028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -283033.625000 Penalty: 812.264771 Iteration 33Q: 3 clusters Score -283033.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -283040.687500 Penalty: 812.264771 Iteration 34Q: 3 clusters Score -283040.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -283045.531250 Penalty: 812.264771 Iteration 35Q: 3 clusters Score -283045.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -283050.187500 Penalty: 812.264771 Iteration 36Q: 3 clusters Score -283050.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -283053.906250 Penalty: 812.264771 Iteration 37Q: 3 clusters Score -283053.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -283057.031250 Penalty: 812.264771 Iteration 38Q: 3 clusters Score -283057 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -283059.000000 Penalty: 812.264771 Iteration 39Q: 3 clusters Score -283059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -283060.500000 Penalty: 812.264771 Iteration 40F: 3 clusters Score -283060.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -283061.781250 Penalty: 812.264771 Iteration 41Q: 3 clusters Score -283061.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -283063.781250 Penalty: 812.264771 Iteration 42Q: 3 clusters Score -283063.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -283065.031250 Penalty: 812.264771 Iteration 43Q: 3 clusters Score -283065 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -283065.843750 Penalty: 812.264771 Iteration 44Q: 3 clusters Score -283065.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -283067.625000 Penalty: 812.264771 Iteration 45Q: 3 clusters Score -283067.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -283067.718750 Penalty: 812.264771 Iteration 46Q: 3 clusters Score -283067.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -283068.031250 Penalty: 812.264771 Iteration 47Q: 3 clusters Score -283068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -283068.781250 Penalty: 812.264771 Iteration 48Q: 3 clusters Score -283068.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -283068.781250 Penalty: 812.264771 Iteration 49Q: 3 clusters Score -283068.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -283068.781250 Penalty: 812.264771 Iteration 50F: 3 clusters Score -283068.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 2219 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 33270 members Mstep: Class 17 contains 1174 members Mstep: Class 18 contains 571 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 3813 members Mstep: Class 22 contains 11378 members Mstep: Class 23 contains 853 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 1675 members Mstep: Class 26 contains 28261 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14478 members Mstep: Class 29 contains 3324 members Mstep: Class 30 contains 1872 members Mstep: Class 31 contains 3798 members Mstep: Class 32 contains 1737 members Mstep: Class 33 contains 6954 members Entering Unmasked Estep Score: -14432312.000000 Penalty: 19345.488281 Splitting cluster 18 changes total score from -14394722.000000 to -14432312.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 19 (9863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Entering Unmasked Estep Score: -377183.843750 Penalty: 418.442810 Iteration 0F: 2 clusters Score -377183.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -370570.250000 Penalty: 836.885620 Iteration 0F: 3 clusters Score -370570.2 nChanged 4603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -373340.125000 Penalty: 836.885620 Iteration 1F: 3 clusters Score -373340.1 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -373859.968750 Penalty: 836.885620 Iteration 2F: 3 clusters Score -373860 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -374431.468750 Penalty: 836.885620 Iteration 3F: 3 clusters Score -374431.5 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -374993.281250 Penalty: 836.885620 Iteration 4F: 3 clusters Score -374993.3 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -375456.125000 Penalty: 836.885620 Iteration 5F: 3 clusters Score -375456.1 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -375825.593750 Penalty: 836.885620 Iteration 6F: 3 clusters Score -375825.6 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -376149.968750 Penalty: 836.885620 Iteration 7Q: 3 clusters Score -376150 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -376400.125000 Penalty: 836.885620 Iteration 8Q: 3 clusters Score -376400.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -376572.937500 Penalty: 836.885620 Iteration 9Q: 3 clusters Score -376572.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -376697.062500 Penalty: 836.885620 Iteration 10Q: 3 clusters Score -376697.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -376777.968750 Penalty: 836.885620 Iteration 11Q: 3 clusters Score -376778 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -376831.656250 Penalty: 836.885620 Iteration 12Q: 3 clusters Score -376831.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -376872.156250 Penalty: 836.885620 Iteration 13Q: 3 clusters Score -376872.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -376896.437500 Penalty: 836.885620 Iteration 14Q: 3 clusters Score -376896.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -376911.843750 Penalty: 836.885620 Iteration 15Q: 3 clusters Score -376911.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -376923.375000 Penalty: 836.885620 Iteration 16Q: 3 clusters Score -376923.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -376931.625000 Penalty: 836.885620 Iteration 17Q: 3 clusters Score -376931.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -376937.875000 Penalty: 836.885620 Iteration 18Q: 3 clusters Score -376937.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -376941.906250 Penalty: 836.885620 Iteration 19Q: 3 clusters Score -376941.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -376944.843750 Penalty: 836.885620 Iteration 20F: 3 clusters Score -376944.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -376951.218750 Penalty: 836.885620 Iteration 21Q: 3 clusters Score -376951.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -376956.843750 Penalty: 836.885620 Iteration 22Q: 3 clusters Score -376956.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -376964.437500 Penalty: 836.885620 Iteration 23Q: 3 clusters Score -376964.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -376973.062500 Penalty: 836.885620 Iteration 24Q: 3 clusters Score -376973.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -376978.031250 Penalty: 836.885620 Iteration 25Q: 3 clusters Score -376978 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -376985.531250 Penalty: 836.885620 Iteration 26Q: 3 clusters Score -376985.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -376989.718750 Penalty: 836.885620 Iteration 27Q: 3 clusters Score -376989.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -376993.625000 Penalty: 836.885620 Iteration 28Q: 3 clusters Score -376993.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -376996.500000 Penalty: 836.885620 Iteration 29Q: 3 clusters Score -376996.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -377000.156250 Penalty: 836.885620 Iteration 30Q: 3 clusters Score -377000.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -377000.968750 Penalty: 836.885620 Iteration 31Q: 3 clusters Score -377001 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -377001.718750 Penalty: 836.885620 Iteration 32Q: 3 clusters Score -377001.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -377002.312500 Penalty: 836.885620 Iteration 33Q: 3 clusters Score -377002.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -377003.843750 Penalty: 836.885620 Iteration 34Q: 3 clusters Score -377003.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -377005.406250 Penalty: 836.885620 Iteration 35Q: 3 clusters Score -377005.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -377006.156250 Penalty: 836.885620 Iteration 36Q: 3 clusters Score -377006.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -377007.218750 Penalty: 836.885620 Iteration 37Q: 3 clusters Score -377007.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -377007.125000 Penalty: 836.885620 Iteration 38Q: 3 clusters Score -377007.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -377006.437500 Penalty: 836.885620 Iteration 39Q: 3 clusters Score -377006.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -377007.750000 Penalty: 836.885620 Iteration 40F: 3 clusters Score -377007.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -377007.250000 Penalty: 836.885620 Iteration 41Q: 3 clusters Score -377007.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -377007.875000 Penalty: 836.885620 Iteration 42Q: 3 clusters Score -377007.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -377008.406250 Penalty: 836.885620 Iteration 43Q: 3 clusters Score -377008.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -377010.593750 Penalty: 836.885620 Iteration 44Q: 3 clusters Score -377010.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -377012.062500 Penalty: 836.885620 Iteration 45Q: 3 clusters Score -377012.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -377013.843750 Penalty: 836.885620 Iteration 46Q: 3 clusters Score -377013.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -377014.406250 Penalty: 836.885620 Iteration 47Q: 3 clusters Score -377014.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -377015.031250 Penalty: 836.885620 Iteration 48Q: 3 clusters Score -377015 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -377017.218750 Penalty: 836.885620 Iteration 49Q: 3 clusters Score -377017.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -377016.656250 Penalty: 836.885620 Iteration 50Q: 3 clusters Score -377016.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -377017.468750 Penalty: 836.885620 Iteration 51Q: 3 clusters Score -377017.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -377016.750000 Penalty: 836.885620 Iteration 52Q: 3 clusters Score -377016.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 8789 members Entering Unmasked Estep Score: -377016.718750 Penalty: 836.885620 Iteration 53Q: 3 clusters Score -377016.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -377016.968750 Penalty: 836.885620 Iteration 54Q: 3 clusters Score -377017 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -377017.343750 Penalty: 836.885620 Iteration 55Q: 3 clusters Score -377017.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -377017.031250 Penalty: 836.885620 Iteration 56Q: 3 clusters Score -377017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -377017.968750 Penalty: 836.885620 Iteration 57Q: 3 clusters Score -377018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -377020.000000 Penalty: 836.885620 Iteration 58Q: 3 clusters Score -377020 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -377021.000000 Penalty: 836.885620 Iteration 59Q: 3 clusters Score -377021 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -377022.125000 Penalty: 836.885620 Iteration 60F: 3 clusters Score -377022.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -377022.593750 Penalty: 836.885620 Iteration 61Q: 3 clusters Score -377022.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -377027.437500 Penalty: 836.885620 Iteration 62Q: 3 clusters Score -377027.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -377031.843750 Penalty: 836.885620 Iteration 63Q: 3 clusters Score -377031.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -377035.125000 Penalty: 836.885620 Iteration 64Q: 3 clusters Score -377035.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -377036.750000 Penalty: 836.885620 Iteration 65Q: 3 clusters Score -377036.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -377038.593750 Penalty: 836.885620 Iteration 66Q: 3 clusters Score -377038.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -377040.312500 Penalty: 836.885620 Iteration 67Q: 3 clusters Score -377040.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -377041.312500 Penalty: 836.885620 Iteration 68Q: 3 clusters Score -377041.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -377043.000000 Penalty: 836.885620 Iteration 69Q: 3 clusters Score -377043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -377043.062500 Penalty: 836.885620 Iteration 70Q: 3 clusters Score -377043.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -377042.875000 Penalty: 836.885620 Iteration 71Q: 3 clusters Score -377042.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -377043.875000 Penalty: 836.885620 Iteration 72Q: 3 clusters Score -377043.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -377044.562500 Penalty: 836.885620 Iteration 73Q: 3 clusters Score -377044.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -377044.781250 Penalty: 836.885620 Iteration 74Q: 3 clusters Score -377044.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -377045.687500 Penalty: 836.885620 Iteration 75Q: 3 clusters Score -377045.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -377046.250000 Penalty: 836.885620 Iteration 76Q: 3 clusters Score -377046.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -377046.843750 Penalty: 836.885620 Iteration 77Q: 3 clusters Score -377046.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -377047.375000 Penalty: 836.885620 Iteration 78Q: 3 clusters Score -377047.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -377047.562500 Penalty: 836.885620 Iteration 79Q: 3 clusters Score -377047.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -377046.843750 Penalty: 836.885620 Iteration 80F: 3 clusters Score -377046.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Entering Unmasked Estep Score: -148629.093750 Penalty: 375.308075 Iteration 0F: 2 clusters Score -148629.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -146033.187500 Penalty: 750.616150 Iteration 0F: 3 clusters Score -146033.2 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -147141.015625 Penalty: 750.616150 Iteration 1F: 3 clusters Score -147141 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -147446.921875 Penalty: 750.616150 Iteration 2F: 3 clusters Score -147446.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -147719.453125 Penalty: 750.616150 Iteration 3F: 3 clusters Score -147719.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -147910.718750 Penalty: 750.616150 Iteration 4F: 3 clusters Score -147910.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -148039.390625 Penalty: 750.616150 Iteration 5F: 3 clusters Score -148039.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -148129.843750 Penalty: 750.616150 Iteration 6Q: 3 clusters Score -148129.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -148205.734375 Penalty: 750.616150 Iteration 7Q: 3 clusters Score -148205.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -148268.812500 Penalty: 750.616150 Iteration 8Q: 3 clusters Score -148268.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -148332.812500 Penalty: 750.616150 Iteration 9Q: 3 clusters Score -148332.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -148388.937500 Penalty: 750.616150 Iteration 10Q: 3 clusters Score -148388.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -148443.218750 Penalty: 750.616150 Iteration 11Q: 3 clusters Score -148443.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -148489.218750 Penalty: 750.616150 Iteration 12Q: 3 clusters Score -148489.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -148517.937500 Penalty: 750.616150 Iteration 13Q: 3 clusters Score -148517.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -148535.234375 Penalty: 750.616150 Iteration 14Q: 3 clusters Score -148535.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -148544.968750 Penalty: 750.616150 Iteration 15Q: 3 clusters Score -148545 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -148555.328125 Penalty: 750.616150 Iteration 16Q: 3 clusters Score -148555.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -148561.890625 Penalty: 750.616150 Iteration 17Q: 3 clusters Score -148561.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -148567.796875 Penalty: 750.616150 Iteration 18Q: 3 clusters Score -148567.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -148574.359375 Penalty: 750.616150 Iteration 19Q: 3 clusters Score -148574.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -148579.062500 Penalty: 750.616150 Iteration 20F: 3 clusters Score -148579.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -148585.250000 Penalty: 750.616150 Iteration 21Q: 3 clusters Score -148585.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -148590.312500 Penalty: 750.616150 Iteration 22Q: 3 clusters Score -148590.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -148593.531250 Penalty: 750.616150 Iteration 23Q: 3 clusters Score -148593.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -148597.359375 Penalty: 750.616150 Iteration 24Q: 3 clusters Score -148597.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -148600.359375 Penalty: 750.616150 Iteration 25Q: 3 clusters Score -148600.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -148604.281250 Penalty: 750.616150 Iteration 26Q: 3 clusters Score -148604.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -148607.484375 Penalty: 750.616150 Iteration 27Q: 3 clusters Score -148607.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -148612.187500 Penalty: 750.616150 Iteration 28Q: 3 clusters Score -148612.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -148614.609375 Penalty: 750.616150 Iteration 29Q: 3 clusters Score -148614.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -148616.640625 Penalty: 750.616150 Iteration 30Q: 3 clusters Score -148616.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -148617.140625 Penalty: 750.616150 Iteration 31Q: 3 clusters Score -148617.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -148617.500000 Penalty: 750.616150 Iteration 32Q: 3 clusters Score -148617.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -148618.281250 Penalty: 750.616150 Iteration 33Q: 3 clusters Score -148618.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -148618.812500 Penalty: 750.616150 Iteration 34Q: 3 clusters Score -148618.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -148618.562500 Penalty: 750.616150 Iteration 35Q: 3 clusters Score -148618.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -148619.031250 Penalty: 750.616150 Iteration 36Q: 3 clusters Score -148619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -148619.187500 Penalty: 750.616150 Iteration 37Q: 3 clusters Score -148619.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -148619.453125 Penalty: 750.616150 Iteration 38Q: 3 clusters Score -148619.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -148619.453125 Penalty: 750.616150 Iteration 39F: 3 clusters Score -148619.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1458 members Mstep: Class 3 contains 9248 members Mstep: Class 4 contains 4388 members Mstep: Class 5 contains 23965 members Mstep: Class 6 contains 5075 members Mstep: Class 7 contains 90333 members Mstep: Class 9 contains 5094 members Mstep: Class 10 contains 34557 members Mstep: Class 11 contains 9415 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65701 members Mstep: Class 14 contains 8967 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 33270 members Mstep: Class 17 contains 1174 members Mstep: Class 18 contains 571 members Mstep: Class 19 contains 9863 members Mstep: Class 20 contains 3822 members Entering Unmasked Estep ConsiderDeletion Score: -14439368.000000 Penalty: 19345.488281 Iteration 39Q: 34 clusters Score -1.443937e+07 nChanged 9181 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1529 members Mstep: Class 3 contains 9010 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 23541 members Mstep: Class 6 contains 5699 members Mstep: Class 7 contains 91020 members Mstep: Class 8 contains 2341 members Mstep: Class 9 contains 5111 members Mstep: Class 10 contains 34867 members Mstep: Class 11 contains 9572 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 65355 members Mstep: Class 14 contains 9049 members Mstep: Class 15 contains 720 members Mstep: Class 16 contains 33298 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 621 members Mstep: Class 19 contains 9964 members Mstep: Class 20 contains 3773 members Mstep: Class 21 contains 3254 members Mstep: Class 22 contains 11027 members Mstep: Class 23 contains 844 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 1640 members Mstep: Class 26 contains 28100 members Mstep: Class 27 contains 266 members Mstep: Class 28 contains 14064 members Mstep: Class 29 contains 3276 members Mstep: Class 30 contains 1816 members Mstep: Class 31 contains 4179 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6904 members Entering Unmasked Estep ConsiderDeletion Score: -14445770.000000 Penalty: 19345.488281 Iteration 40F: 34 clusters Score -1.444577e+07 nChanged 6392 Entering Unmasked Mstep Mstep: Class 0 contains 97 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1507 members Mstep: Class 3 contains 8983 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 23000 members Mstep: Class 6 contains 5901 members Mstep: Class 7 contains 91247 members Mstep: Class 8 contains 2477 members Mstep: Class 9 contains 5103 members Mstep: Class 10 contains 34998 members Mstep: Class 11 contains 9530 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 64678 members Mstep: Class 14 contains 9141 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 33231 members Mstep: Class 17 contains 1199 members Mstep: Class 18 contains 646 members Mstep: Class 19 contains 9630 members Mstep: Class 20 contains 3725 members Mstep: Class 21 contains 3185 members Mstep: Class 22 contains 11406 members Mstep: Class 23 contains 870 members Mstep: Class 24 contains 2686 members Mstep: Class 25 contains 1660 members Mstep: Class 26 contains 28083 members Mstep: Class 27 contains 304 members Mstep: Class 28 contains 14082 members Mstep: Class 29 contains 3386 members Mstep: Class 30 contains 1894 members Mstep: Class 31 contains 4351 members Mstep: Class 32 contains 1721 members Mstep: Class 33 contains 6889 members Entering Unmasked Estep ConsiderDeletion Score: -14448596.000000 Penalty: 19345.488281 Iteration 41Q: 34 clusters Score -1.44486e+07 nChanged 3880 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1481 members Mstep: Class 3 contains 9007 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 22613 members Mstep: Class 6 contains 6047 members Mstep: Class 7 contains 91420 members Mstep: Class 8 contains 2590 members Mstep: Class 9 contains 5097 members Mstep: Class 10 contains 35087 members Mstep: Class 11 contains 9530 members Mstep: Class 12 contains 1990 members Mstep: Class 13 contains 64092 members Mstep: Class 14 contains 9290 members Mstep: Class 15 contains 744 members Mstep: Class 16 contains 33233 members Mstep: Class 17 contains 1205 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 9376 members Mstep: Class 20 contains 3682 members Mstep: Class 21 contains 3069 members Mstep: Class 22 contains 11703 members Mstep: Class 23 contains 873 members Mstep: Class 24 contains 2837 members Mstep: Class 25 contains 1652 members Mstep: Class 26 contains 28066 members Mstep: Class 27 contains 291 members Mstep: Class 28 contains 14101 members Mstep: Class 29 contains 3430 members Mstep: Class 30 contains 1900 members Mstep: Class 31 contains 4463 members Mstep: Class 32 contains 1721 members Mstep: Class 33 contains 6880 members Entering Unmasked Estep ConsiderDeletion Score: -14450071.000000 Penalty: 19345.488281 Iteration 42Q: 34 clusters Score -1.445007e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1442 members Mstep: Class 3 contains 9048 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 22281 members Mstep: Class 6 contains 6190 members Mstep: Class 7 contains 91586 members Mstep: Class 8 contains 2685 members Mstep: Class 9 contains 5095 members Mstep: Class 10 contains 35148 members Mstep: Class 11 contains 9525 members Mstep: Class 12 contains 2001 members Mstep: Class 13 contains 63502 members Mstep: Class 14 contains 9474 members Mstep: Class 15 contains 749 members Mstep: Class 16 contains 33255 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 693 members Mstep: Class 19 contains 9170 members Mstep: Class 20 contains 3639 members Mstep: Class 21 contains 2952 members Mstep: Class 22 contains 11960 members Mstep: Class 23 contains 877 members Mstep: Class 24 contains 2996 members Mstep: Class 25 contains 1644 members Mstep: Class 26 contains 28050 members Mstep: Class 27 contains 281 members Mstep: Class 28 contains 14139 members Mstep: Class 29 contains 3459 members Mstep: Class 30 contains 1900 members Mstep: Class 31 contains 4544 members Mstep: Class 32 contains 1721 members Mstep: Class 33 contains 6875 members Entering Unmasked Estep ConsiderDeletion Score: -14450938.000000 Penalty: 19345.488281 Iteration 43Q: 34 clusters Score -1.445094e+07 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1400 members Mstep: Class 3 contains 9091 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 22042 members Mstep: Class 6 contains 6307 members Mstep: Class 7 contains 91720 members Mstep: Class 8 contains 2770 members Mstep: Class 9 contains 5079 members Mstep: Class 10 contains 35205 members Mstep: Class 11 contains 9524 members Mstep: Class 12 contains 2006 members Mstep: Class 13 contains 62920 members Mstep: Class 14 contains 9722 members Mstep: Class 15 contains 744 members Mstep: Class 16 contains 33273 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 705 members Mstep: Class 19 contains 8980 members Mstep: Class 20 contains 3600 members Mstep: Class 21 contains 2849 members Mstep: Class 22 contains 12197 members Mstep: Class 23 contains 879 members Mstep: Class 24 contains 3118 members Mstep: Class 25 contains 1630 members Mstep: Class 26 contains 28035 members Mstep: Class 27 contains 276 members Mstep: Class 28 contains 14156 members Mstep: Class 29 contains 3483 members Mstep: Class 30 contains 1902 members Mstep: Class 31 contains 4617 members Mstep: Class 32 contains 1721 members Mstep: Class 33 contains 6870 members Entering Unmasked Estep ConsiderDeletion Score: -14451767.000000 Penalty: 19345.488281 Iteration 44Q: 34 clusters Score -1.445177e+07 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1362 members Mstep: Class 3 contains 9104 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 21813 members Mstep: Class 6 contains 6409 members Mstep: Class 7 contains 91810 members Mstep: Class 8 contains 2846 members Mstep: Class 9 contains 5071 members Mstep: Class 10 contains 35241 members Mstep: Class 11 contains 9520 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 62402 members Mstep: Class 14 contains 10004 members Mstep: Class 15 contains 739 members Mstep: Class 16 contains 33284 members Mstep: Class 17 contains 1200 members Mstep: Class 18 contains 714 members Mstep: Class 19 contains 8822 members Mstep: Class 20 contains 3562 members Mstep: Class 21 contains 2754 members Mstep: Class 22 contains 12427 members Mstep: Class 23 contains 882 members Mstep: Class 24 contains 3234 members Mstep: Class 25 contains 1610 members Mstep: Class 26 contains 28021 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14176 members Mstep: Class 29 contains 3503 members Mstep: Class 30 contains 1906 members Mstep: Class 31 contains 4670 members Mstep: Class 32 contains 1721 members Mstep: Class 33 contains 6863 members Entering Unmasked Estep ConsiderDeletion Score: -14452388.000000 Penalty: 19345.488281 Iteration 45Q: 34 clusters Score -1.445239e+07 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1334 members Mstep: Class 3 contains 9094 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 21607 members Mstep: Class 6 contains 6518 members Mstep: Class 7 contains 91847 members Mstep: Class 8 contains 2908 members Mstep: Class 9 contains 5061 members Mstep: Class 10 contains 35243 members Mstep: Class 11 contains 9520 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 61937 members Mstep: Class 14 contains 10309 members Mstep: Class 15 contains 734 members Mstep: Class 16 contains 33293 members Mstep: Class 17 contains 1199 members Mstep: Class 18 contains 721 members Mstep: Class 19 contains 8727 members Mstep: Class 20 contains 3528 members Mstep: Class 21 contains 2671 members Mstep: Class 22 contains 12604 members Mstep: Class 23 contains 885 members Mstep: Class 24 contains 3350 members Mstep: Class 25 contains 1583 members Mstep: Class 26 contains 28009 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14204 members Mstep: Class 29 contains 3513 members Mstep: Class 30 contains 1911 members Mstep: Class 31 contains 4706 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6850 members Entering Unmasked Estep ConsiderDeletion Score: -14452933.000000 Penalty: 19345.488281 Iteration 46Q: 34 clusters Score -1.445293e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1309 members Mstep: Class 3 contains 9057 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 21427 members Mstep: Class 6 contains 6639 members Mstep: Class 7 contains 91826 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 5052 members Mstep: Class 10 contains 35237 members Mstep: Class 11 contains 9516 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 61504 members Mstep: Class 14 contains 10667 members Mstep: Class 15 contains 735 members Mstep: Class 16 contains 33298 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 730 members Mstep: Class 19 contains 8675 members Mstep: Class 20 contains 3502 members Mstep: Class 21 contains 2594 members Mstep: Class 22 contains 12741 members Mstep: Class 23 contains 885 members Mstep: Class 24 contains 3451 members Mstep: Class 25 contains 1565 members Mstep: Class 26 contains 28002 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14218 members Mstep: Class 29 contains 3533 members Mstep: Class 30 contains 1904 members Mstep: Class 31 contains 4744 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6836 members Entering Unmasked Estep ConsiderDeletion Score: -14453293.000000 Penalty: 19345.488281 Iteration 47Q: 34 clusters Score -1.445329e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1284 members Mstep: Class 3 contains 9043 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 21257 members Mstep: Class 6 contains 6717 members Mstep: Class 7 contains 91807 members Mstep: Class 8 contains 3025 members Mstep: Class 9 contains 5051 members Mstep: Class 10 contains 35224 members Mstep: Class 11 contains 9519 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 61045 members Mstep: Class 14 contains 11065 members Mstep: Class 15 contains 740 members Mstep: Class 16 contains 33301 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 735 members Mstep: Class 19 contains 8633 members Mstep: Class 20 contains 3486 members Mstep: Class 21 contains 2532 members Mstep: Class 22 contains 12838 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 3543 members Mstep: Class 25 contains 1567 members Mstep: Class 26 contains 27989 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14236 members Mstep: Class 29 contains 3545 members Mstep: Class 30 contains 1900 members Mstep: Class 31 contains 4777 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6826 members Entering Unmasked Estep ConsiderDeletion Score: -14453788.000000 Penalty: 19345.488281 Iteration 48Q: 34 clusters Score -1.445379e+07 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1265 members Mstep: Class 3 contains 9016 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 21085 members Mstep: Class 6 contains 6794 members Mstep: Class 7 contains 91784 members Mstep: Class 8 contains 3073 members Mstep: Class 9 contains 5055 members Mstep: Class 10 contains 35200 members Mstep: Class 11 contains 9517 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 60630 members Mstep: Class 14 contains 11483 members Mstep: Class 15 contains 742 members Mstep: Class 16 contains 33296 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 740 members Mstep: Class 19 contains 8596 members Mstep: Class 20 contains 3469 members Mstep: Class 21 contains 2501 members Mstep: Class 22 contains 12916 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3621 members Mstep: Class 25 contains 1569 members Mstep: Class 26 contains 27979 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14240 members Mstep: Class 29 contains 3550 members Mstep: Class 30 contains 1897 members Mstep: Class 31 contains 4799 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6818 members Entering Unmasked Estep ConsiderDeletion Score: -14454075.000000 Penalty: 19345.488281 Iteration 49Q: 34 clusters Score -1.445408e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1248 members Mstep: Class 3 contains 8992 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20923 members Mstep: Class 6 contains 6865 members Mstep: Class 7 contains 91755 members Mstep: Class 8 contains 3122 members Mstep: Class 9 contains 5059 members Mstep: Class 10 contains 35187 members Mstep: Class 11 contains 9516 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 60209 members Mstep: Class 14 contains 11886 members Mstep: Class 15 contains 743 members Mstep: Class 16 contains 33292 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 745 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 3455 members Mstep: Class 21 contains 2476 members Mstep: Class 22 contains 12973 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3698 members Mstep: Class 25 contains 1575 members Mstep: Class 26 contains 27969 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14256 members Mstep: Class 29 contains 3556 members Mstep: Class 30 contains 1894 members Mstep: Class 31 contains 4817 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6810 members Entering Unmasked Estep ConsiderDeletion Score: -14454419.000000 Penalty: 19345.488281 Iteration 50Q: 34 clusters Score -1.445442e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 8963 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20775 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 91681 members Mstep: Class 8 contains 3163 members Mstep: Class 9 contains 5059 members Mstep: Class 10 contains 35174 members Mstep: Class 11 contains 9518 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 59815 members Mstep: Class 14 contains 12341 members Mstep: Class 15 contains 743 members Mstep: Class 16 contains 33291 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 8552 members Mstep: Class 20 contains 3450 members Mstep: Class 21 contains 2459 members Mstep: Class 22 contains 13020 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3766 members Mstep: Class 25 contains 1577 members Mstep: Class 26 contains 27955 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14265 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 1893 members Mstep: Class 31 contains 4823 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6807 members Entering Unmasked Estep ConsiderDeletion Score: -14454592.000000 Penalty: 19345.488281 Iteration 51Q: 34 clusters Score -1.445459e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1212 members Mstep: Class 3 contains 8933 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20632 members Mstep: Class 6 contains 7008 members Mstep: Class 7 contains 91616 members Mstep: Class 8 contains 3203 members Mstep: Class 9 contains 5072 members Mstep: Class 10 contains 35170 members Mstep: Class 11 contains 9527 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 59447 members Mstep: Class 14 contains 12768 members Mstep: Class 15 contains 740 members Mstep: Class 16 contains 33294 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 8517 members Mstep: Class 20 contains 3443 members Mstep: Class 21 contains 2448 members Mstep: Class 22 contains 13045 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3830 members Mstep: Class 25 contains 1573 members Mstep: Class 26 contains 27946 members Mstep: Class 27 contains 274 members Mstep: Class 28 contains 14274 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 1894 members Mstep: Class 31 contains 4823 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6805 members Entering Unmasked Estep ConsiderDeletion Score: -14454761.000000 Penalty: 19345.488281 Iteration 52Q: 34 clusters Score -1.445476e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1193 members Mstep: Class 3 contains 8898 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20493 members Mstep: Class 6 contains 7071 members Mstep: Class 7 contains 91525 members Mstep: Class 8 contains 3234 members Mstep: Class 9 contains 5088 members Mstep: Class 10 contains 35167 members Mstep: Class 11 contains 9517 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 59099 members Mstep: Class 14 contains 13227 members Mstep: Class 15 contains 742 members Mstep: Class 16 contains 33300 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 8494 members Mstep: Class 20 contains 3439 members Mstep: Class 21 contains 2433 members Mstep: Class 22 contains 13061 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3889 members Mstep: Class 25 contains 1572 members Mstep: Class 26 contains 27941 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14280 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 1893 members Mstep: Class 31 contains 4824 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6808 members Entering Unmasked Estep ConsiderDeletion Score: -14454995.000000 Penalty: 19345.488281 Iteration 53Q: 34 clusters Score -1.4455e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1182 members Mstep: Class 3 contains 8851 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20352 members Mstep: Class 6 contains 7161 members Mstep: Class 7 contains 91428 members Mstep: Class 8 contains 3262 members Mstep: Class 9 contains 5106 members Mstep: Class 10 contains 35156 members Mstep: Class 11 contains 9526 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 58807 members Mstep: Class 14 contains 13658 members Mstep: Class 15 contains 745 members Mstep: Class 16 contains 33300 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 8458 members Mstep: Class 20 contains 3437 members Mstep: Class 21 contains 2421 members Mstep: Class 22 contains 13069 members Mstep: Class 23 contains 889 members Mstep: Class 24 contains 3933 members Mstep: Class 25 contains 1572 members Mstep: Class 26 contains 27935 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14279 members Mstep: Class 29 contains 3566 members Mstep: Class 30 contains 1891 members Mstep: Class 31 contains 4826 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6808 members Entering Unmasked Estep ConsiderDeletion Score: -14455173.000000 Penalty: 19345.488281 Iteration 54Q: 34 clusters Score -1.445517e+07 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1175 members Mstep: Class 3 contains 8781 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20214 members Mstep: Class 6 contains 7272 members Mstep: Class 7 contains 91316 members Mstep: Class 8 contains 3271 members Mstep: Class 9 contains 5122 members Mstep: Class 10 contains 35165 members Mstep: Class 11 contains 9534 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 58583 members Mstep: Class 14 contains 14044 members Mstep: Class 15 contains 751 members Mstep: Class 16 contains 33301 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 8430 members Mstep: Class 20 contains 3436 members Mstep: Class 21 contains 2409 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 3970 members Mstep: Class 25 contains 1573 members Mstep: Class 26 contains 27924 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14280 members Mstep: Class 29 contains 3565 members Mstep: Class 30 contains 1888 members Mstep: Class 31 contains 4828 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6808 members Entering Unmasked Estep ConsiderDeletion Score: -14455315.000000 Penalty: 19345.488281 Iteration 55Q: 34 clusters Score -1.445532e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1170 members Mstep: Class 3 contains 8690 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 20099 members Mstep: Class 6 contains 7362 members Mstep: Class 7 contains 91213 members Mstep: Class 8 contains 3272 members Mstep: Class 9 contains 5130 members Mstep: Class 10 contains 35188 members Mstep: Class 11 contains 9535 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 58410 members Mstep: Class 14 contains 14396 members Mstep: Class 15 contains 752 members Mstep: Class 16 contains 33304 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 3435 members Mstep: Class 21 contains 2394 members Mstep: Class 22 contains 13074 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 3996 members Mstep: Class 25 contains 1574 members Mstep: Class 26 contains 27916 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14287 members Mstep: Class 29 contains 3572 members Mstep: Class 30 contains 1885 members Mstep: Class 31 contains 4829 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6809 members Entering Unmasked Estep ConsiderDeletion Score: -14455488.000000 Penalty: 19345.488281 Iteration 56Q: 34 clusters Score -1.445549e+07 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1167 members Mstep: Class 3 contains 8578 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19975 members Mstep: Class 6 contains 7469 members Mstep: Class 7 contains 91138 members Mstep: Class 8 contains 3281 members Mstep: Class 9 contains 5137 members Mstep: Class 10 contains 35194 members Mstep: Class 11 contains 9531 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 58229 members Mstep: Class 14 contains 14710 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 33307 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 8397 members Mstep: Class 20 contains 3434 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4023 members Mstep: Class 25 contains 1575 members Mstep: Class 26 contains 27919 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14310 members Mstep: Class 29 contains 3579 members Mstep: Class 30 contains 1887 members Mstep: Class 31 contains 4828 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6808 members Entering Unmasked Estep ConsiderDeletion Score: -14455654.000000 Penalty: 19345.488281 Iteration 57Q: 34 clusters Score -1.445565e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1163 members Mstep: Class 3 contains 8458 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19871 members Mstep: Class 6 contains 7561 members Mstep: Class 7 contains 91069 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 5141 members Mstep: Class 10 contains 35211 members Mstep: Class 11 contains 9528 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 58049 members Mstep: Class 14 contains 15028 members Mstep: Class 15 contains 755 members Mstep: Class 16 contains 33308 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 8376 members Mstep: Class 20 contains 3431 members Mstep: Class 21 contains 2377 members Mstep: Class 22 contains 13079 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4049 members Mstep: Class 25 contains 1577 members Mstep: Class 26 contains 27923 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14326 members Mstep: Class 29 contains 3583 members Mstep: Class 30 contains 1887 members Mstep: Class 31 contains 4828 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6809 members Entering Unmasked Estep ConsiderDeletion Score: -14455840.000000 Penalty: 19345.488281 Iteration 58Q: 34 clusters Score -1.445584e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1156 members Mstep: Class 3 contains 8305 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19779 members Mstep: Class 6 contains 7666 members Mstep: Class 7 contains 91012 members Mstep: Class 8 contains 3303 members Mstep: Class 9 contains 5146 members Mstep: Class 10 contains 35235 members Mstep: Class 11 contains 9523 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 57926 members Mstep: Class 14 contains 15284 members Mstep: Class 15 contains 760 members Mstep: Class 16 contains 33308 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 751 members Mstep: Class 19 contains 8349 members Mstep: Class 20 contains 3430 members Mstep: Class 21 contains 2366 members Mstep: Class 22 contains 13075 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4070 members Mstep: Class 25 contains 1583 members Mstep: Class 26 contains 27929 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14353 members Mstep: Class 29 contains 3588 members Mstep: Class 30 contains 1886 members Mstep: Class 31 contains 4830 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6807 members Entering Unmasked Estep ConsiderDeletion Score: -14455977.000000 Penalty: 19345.488281 Iteration 59Q: 34 clusters Score -1.445598e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1152 members Mstep: Class 3 contains 8133 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19699 members Mstep: Class 6 contains 7779 members Mstep: Class 7 contains 90983 members Mstep: Class 8 contains 3312 members Mstep: Class 9 contains 5148 members Mstep: Class 10 contains 35253 members Mstep: Class 11 contains 9519 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 57818 members Mstep: Class 14 contains 15508 members Mstep: Class 15 contains 763 members Mstep: Class 16 contains 33309 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 8327 members Mstep: Class 20 contains 3424 members Mstep: Class 21 contains 2358 members Mstep: Class 22 contains 13065 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4084 members Mstep: Class 25 contains 1592 members Mstep: Class 26 contains 27937 members Mstep: Class 27 contains 275 members Mstep: Class 28 contains 14380 members Mstep: Class 29 contains 3594 members Mstep: Class 30 contains 1885 members Mstep: Class 31 contains 4832 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6805 members Entering Unmasked Estep ConsiderDeletion Score: -14456555.000000 Penalty: 19345.488281 Iteration 60F: 34 clusters Score -1.445656e+07 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1148 members Mstep: Class 3 contains 7937 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19632 members Mstep: Class 6 contains 7907 members Mstep: Class 7 contains 90937 members Mstep: Class 8 contains 3318 members Mstep: Class 9 contains 5146 members Mstep: Class 10 contains 35272 members Mstep: Class 11 contains 9509 members Mstep: Class 12 contains 2008 members Mstep: Class 13 contains 57662 members Mstep: Class 14 contains 15822 members Mstep: Class 15 contains 779 members Mstep: Class 16 contains 33310 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 8302 members Mstep: Class 20 contains 3419 members Mstep: Class 21 contains 2333 members Mstep: Class 22 contains 13074 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4096 members Mstep: Class 25 contains 1447 members Mstep: Class 26 contains 27947 members Mstep: Class 27 contains 280 members Mstep: Class 28 contains 14370 members Mstep: Class 29 contains 3596 members Mstep: Class 30 contains 1883 members Mstep: Class 31 contains 4854 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6806 members Entering Unmasked Estep ConsiderDeletion Score: -14457466.000000 Penalty: 19345.488281 Iteration 61Q: 34 clusters Score -1.445747e+07 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1139 members Mstep: Class 3 contains 7735 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19561 members Mstep: Class 6 contains 8073 members Mstep: Class 7 contains 90901 members Mstep: Class 8 contains 3313 members Mstep: Class 9 contains 5151 members Mstep: Class 10 contains 35276 members Mstep: Class 11 contains 9503 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57524 members Mstep: Class 14 contains 16089 members Mstep: Class 15 contains 779 members Mstep: Class 16 contains 33315 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 8282 members Mstep: Class 20 contains 3418 members Mstep: Class 21 contains 2310 members Mstep: Class 22 contains 13077 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4115 members Mstep: Class 25 contains 1289 members Mstep: Class 26 contains 27955 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14364 members Mstep: Class 29 contains 3594 members Mstep: Class 30 contains 1889 members Mstep: Class 31 contains 4871 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6806 members Entering Unmasked Estep ConsiderDeletion Score: -14458323.000000 Penalty: 19345.488281 Iteration 62Q: 34 clusters Score -1.445832e+07 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1131 members Mstep: Class 3 contains 7550 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19507 members Mstep: Class 6 contains 8248 members Mstep: Class 7 contains 90841 members Mstep: Class 8 contains 3296 members Mstep: Class 9 contains 5155 members Mstep: Class 10 contains 35269 members Mstep: Class 11 contains 9491 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57467 members Mstep: Class 14 contains 16310 members Mstep: Class 15 contains 766 members Mstep: Class 16 contains 33315 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 8261 members Mstep: Class 20 contains 3415 members Mstep: Class 21 contains 2283 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4132 members Mstep: Class 25 contains 1190 members Mstep: Class 26 contains 27963 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14349 members Mstep: Class 29 contains 3597 members Mstep: Class 30 contains 1892 members Mstep: Class 31 contains 4889 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6814 members Entering Unmasked Estep ConsiderDeletion Score: -14459080.000000 Penalty: 19345.488281 Iteration 63Q: 34 clusters Score -1.445908e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 7424 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19469 members Mstep: Class 6 contains 8350 members Mstep: Class 7 contains 90762 members Mstep: Class 8 contains 3284 members Mstep: Class 9 contains 5163 members Mstep: Class 10 contains 35260 members Mstep: Class 11 contains 9470 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57453 members Mstep: Class 14 contains 16495 members Mstep: Class 15 contains 759 members Mstep: Class 16 contains 33323 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 753 members Mstep: Class 19 contains 8244 members Mstep: Class 20 contains 3415 members Mstep: Class 21 contains 2264 members Mstep: Class 22 contains 13063 members Mstep: Class 23 contains 888 members Mstep: Class 24 contains 4142 members Mstep: Class 25 contains 1166 members Mstep: Class 26 contains 27965 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14327 members Mstep: Class 29 contains 3597 members Mstep: Class 30 contains 1898 members Mstep: Class 31 contains 4898 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6822 members Entering Unmasked Estep ConsiderDeletion Score: -14459435.000000 Penalty: 19345.488281 Iteration 64Q: 34 clusters Score -1.445944e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1122 members Mstep: Class 3 contains 7336 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19427 members Mstep: Class 6 contains 8441 members Mstep: Class 7 contains 90682 members Mstep: Class 8 contains 3269 members Mstep: Class 9 contains 5168 members Mstep: Class 10 contains 35254 members Mstep: Class 11 contains 9449 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57431 members Mstep: Class 14 contains 16640 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 33321 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 755 members Mstep: Class 19 contains 8229 members Mstep: Class 20 contains 3416 members Mstep: Class 21 contains 2245 members Mstep: Class 22 contains 13050 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4152 members Mstep: Class 25 contains 1153 members Mstep: Class 26 contains 27965 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14325 members Mstep: Class 29 contains 3596 members Mstep: Class 30 contains 1901 members Mstep: Class 31 contains 4911 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6832 members Entering Unmasked Estep ConsiderDeletion Score: -14459724.000000 Penalty: 19345.488281 Iteration 65Q: 34 clusters Score -1.445972e+07 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1121 members Mstep: Class 3 contains 7311 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19379 members Mstep: Class 6 contains 8498 members Mstep: Class 7 contains 90583 members Mstep: Class 8 contains 3265 members Mstep: Class 9 contains 5170 members Mstep: Class 10 contains 35239 members Mstep: Class 11 contains 9440 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57395 members Mstep: Class 14 contains 16787 members Mstep: Class 15 contains 747 members Mstep: Class 16 contains 33325 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 8219 members Mstep: Class 20 contains 3418 members Mstep: Class 21 contains 2234 members Mstep: Class 22 contains 13041 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4157 members Mstep: Class 25 contains 1176 members Mstep: Class 26 contains 27960 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14318 members Mstep: Class 29 contains 3593 members Mstep: Class 30 contains 1904 members Mstep: Class 31 contains 4912 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6835 members Entering Unmasked Estep ConsiderDeletion Score: -14459896.000000 Penalty: 19345.488281 Iteration 66Q: 34 clusters Score -1.44599e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1121 members Mstep: Class 3 contains 7306 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19328 members Mstep: Class 6 contains 8556 members Mstep: Class 7 contains 90486 members Mstep: Class 8 contains 3254 members Mstep: Class 9 contains 5170 members Mstep: Class 10 contains 35230 members Mstep: Class 11 contains 9440 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57360 members Mstep: Class 14 contains 16917 members Mstep: Class 15 contains 744 members Mstep: Class 16 contains 33333 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 757 members Mstep: Class 19 contains 8209 members Mstep: Class 20 contains 3416 members Mstep: Class 21 contains 2226 members Mstep: Class 22 contains 13029 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4159 members Mstep: Class 25 contains 1185 members Mstep: Class 26 contains 27964 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14322 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1906 members Mstep: Class 31 contains 4911 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6841 members Entering Unmasked Estep ConsiderDeletion Score: -14459885.000000 Penalty: 19345.488281 Iteration 67Q: 34 clusters Score -1.445988e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1121 members Mstep: Class 3 contains 7297 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19281 members Mstep: Class 6 contains 8602 members Mstep: Class 7 contains 90403 members Mstep: Class 8 contains 3243 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 35218 members Mstep: Class 11 contains 9450 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57342 members Mstep: Class 14 contains 17022 members Mstep: Class 15 contains 742 members Mstep: Class 16 contains 33340 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 761 members Mstep: Class 19 contains 8197 members Mstep: Class 20 contains 3407 members Mstep: Class 21 contains 2218 members Mstep: Class 22 contains 13018 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4161 members Mstep: Class 25 contains 1180 members Mstep: Class 26 contains 27978 members Mstep: Class 27 contains 277 members Mstep: Class 28 contains 14340 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 1909 members Mstep: Class 31 contains 4910 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14459951.000000 Penalty: 19345.488281 Iteration 68Q: 34 clusters Score -1.445995e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1121 members Mstep: Class 3 contains 7287 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19246 members Mstep: Class 6 contains 8647 members Mstep: Class 7 contains 90333 members Mstep: Class 8 contains 3234 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 35203 members Mstep: Class 11 contains 9454 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57315 members Mstep: Class 14 contains 17111 members Mstep: Class 15 contains 744 members Mstep: Class 16 contains 33348 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 764 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3405 members Mstep: Class 21 contains 2215 members Mstep: Class 22 contains 13006 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4164 members Mstep: Class 25 contains 1194 members Mstep: Class 26 contains 27984 members Mstep: Class 27 contains 278 members Mstep: Class 28 contains 14349 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 1911 members Mstep: Class 31 contains 4903 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6846 members Entering Unmasked Estep ConsiderDeletion Score: -14459993.000000 Penalty: 19345.488281 Iteration 69Q: 34 clusters Score -1.445999e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1120 members Mstep: Class 3 contains 7279 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19213 members Mstep: Class 6 contains 8686 members Mstep: Class 7 contains 90272 members Mstep: Class 8 contains 3235 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 35191 members Mstep: Class 11 contains 9458 members Mstep: Class 12 contains 2012 members Mstep: Class 13 contains 57281 members Mstep: Class 14 contains 17190 members Mstep: Class 15 contains 742 members Mstep: Class 16 contains 33350 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 767 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3403 members Mstep: Class 21 contains 2213 members Mstep: Class 22 contains 12993 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4171 members Mstep: Class 25 contains 1204 members Mstep: Class 26 contains 27996 members Mstep: Class 27 contains 279 members Mstep: Class 28 contains 14348 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 1913 members Mstep: Class 31 contains 4903 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6845 members Entering Unmasked Estep ConsiderDeletion Score: -14460021.000000 Penalty: 19345.488281 Iteration 70Q: 34 clusters Score -1.446002e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1119 members Mstep: Class 3 contains 7278 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19173 members Mstep: Class 6 contains 8719 members Mstep: Class 7 contains 90231 members Mstep: Class 8 contains 3231 members Mstep: Class 9 contains 5173 members Mstep: Class 10 contains 35176 members Mstep: Class 11 contains 9459 members Mstep: Class 12 contains 2012 members Mstep: Class 13 contains 57265 members Mstep: Class 14 contains 17254 members Mstep: Class 15 contains 741 members Mstep: Class 16 contains 33354 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 768 members Mstep: Class 19 contains 8196 members Mstep: Class 20 contains 3398 members Mstep: Class 21 contains 2209 members Mstep: Class 22 contains 12986 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4179 members Mstep: Class 25 contains 1209 members Mstep: Class 26 contains 28008 members Mstep: Class 27 contains 280 members Mstep: Class 28 contains 14347 members Mstep: Class 29 contains 3588 members Mstep: Class 30 contains 1915 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6845 members Entering Unmasked Estep ConsiderDeletion Score: -14460032.000000 Penalty: 19345.488281 Iteration 71Q: 34 clusters Score -1.446003e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1119 members Mstep: Class 3 contains 7273 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19143 members Mstep: Class 6 contains 8746 members Mstep: Class 7 contains 90196 members Mstep: Class 8 contains 3228 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 35164 members Mstep: Class 11 contains 9459 members Mstep: Class 12 contains 2012 members Mstep: Class 13 contains 57250 members Mstep: Class 14 contains 17322 members Mstep: Class 15 contains 739 members Mstep: Class 16 contains 33354 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 768 members Mstep: Class 19 contains 8196 members Mstep: Class 20 contains 3397 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 12975 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4184 members Mstep: Class 25 contains 1212 members Mstep: Class 26 contains 28020 members Mstep: Class 27 contains 282 members Mstep: Class 28 contains 14343 members Mstep: Class 29 contains 3587 members Mstep: Class 30 contains 1918 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6845 members Entering Unmasked Estep ConsiderDeletion Score: -14460021.000000 Penalty: 19345.488281 Iteration 72Q: 34 clusters Score -1.446002e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1119 members Mstep: Class 3 contains 7270 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19113 members Mstep: Class 6 contains 8767 members Mstep: Class 7 contains 90154 members Mstep: Class 8 contains 3222 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 35154 members Mstep: Class 11 contains 9460 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57250 members Mstep: Class 14 contains 17377 members Mstep: Class 15 contains 736 members Mstep: Class 16 contains 33354 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 769 members Mstep: Class 19 contains 8196 members Mstep: Class 20 contains 3395 members Mstep: Class 21 contains 2207 members Mstep: Class 22 contains 12971 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4184 members Mstep: Class 25 contains 1215 members Mstep: Class 26 contains 28029 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14342 members Mstep: Class 29 contains 3588 members Mstep: Class 30 contains 1923 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6845 members Entering Unmasked Estep ConsiderDeletion Score: -14460031.000000 Penalty: 19345.488281 Iteration 73Q: 34 clusters Score -1.446003e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7268 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19097 members Mstep: Class 6 contains 8783 members Mstep: Class 7 contains 90130 members Mstep: Class 8 contains 3219 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 35141 members Mstep: Class 11 contains 9461 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57241 members Mstep: Class 14 contains 17419 members Mstep: Class 15 contains 733 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 771 members Mstep: Class 19 contains 8196 members Mstep: Class 20 contains 3395 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 12966 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4183 members Mstep: Class 25 contains 1220 members Mstep: Class 26 contains 28041 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14338 members Mstep: Class 29 contains 3589 members Mstep: Class 30 contains 1927 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14460054.000000 Penalty: 19345.488281 Iteration 74Q: 34 clusters Score -1.446005e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7266 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19082 members Mstep: Class 6 contains 8800 members Mstep: Class 7 contains 90112 members Mstep: Class 8 contains 3216 members Mstep: Class 9 contains 5173 members Mstep: Class 10 contains 35135 members Mstep: Class 11 contains 9459 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57234 members Mstep: Class 14 contains 17454 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8192 members Mstep: Class 20 contains 3394 members Mstep: Class 21 contains 2208 members Mstep: Class 22 contains 12961 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4183 members Mstep: Class 25 contains 1225 members Mstep: Class 26 contains 28050 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14332 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 1932 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14460089.000000 Penalty: 19345.488281 Iteration 75Q: 34 clusters Score -1.446009e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1119 members Mstep: Class 3 contains 7265 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19060 members Mstep: Class 6 contains 8806 members Mstep: Class 7 contains 90087 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 35130 members Mstep: Class 11 contains 9457 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57231 members Mstep: Class 14 contains 17499 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8193 members Mstep: Class 20 contains 3394 members Mstep: Class 21 contains 2207 members Mstep: Class 22 contains 12957 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4186 members Mstep: Class 25 contains 1232 members Mstep: Class 26 contains 28057 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14330 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 1935 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14460076.000000 Penalty: 19345.488281 Iteration 76Q: 34 clusters Score -1.446008e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 7262 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19042 members Mstep: Class 6 contains 8817 members Mstep: Class 7 contains 90068 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 35125 members Mstep: Class 11 contains 9456 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57224 members Mstep: Class 14 contains 17539 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8192 members Mstep: Class 20 contains 3394 members Mstep: Class 21 contains 2204 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4186 members Mstep: Class 25 contains 1242 members Mstep: Class 26 contains 28058 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14325 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 1936 members Mstep: Class 31 contains 4903 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14460066.000000 Penalty: 19345.488281 Iteration 77Q: 34 clusters Score -1.446007e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7258 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19027 members Mstep: Class 6 contains 8830 members Mstep: Class 7 contains 90048 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35122 members Mstep: Class 11 contains 9454 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17566 members Mstep: Class 15 contains 721 members Mstep: Class 16 contains 33351 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8194 members Mstep: Class 20 contains 3394 members Mstep: Class 21 contains 2203 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4186 members Mstep: Class 25 contains 1252 members Mstep: Class 26 contains 28059 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14325 members Mstep: Class 29 contains 3591 members Mstep: Class 30 contains 1939 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Entering Unmasked Estep ConsiderDeletion Score: -14460056.000000 Penalty: 19345.488281 Iteration 78Q: 34 clusters Score -1.446006e+07 nChanged 119 Entering ConstructFrom: Score: -14460056.000000 Penalty: 19345.488281 Entering ConstructFrom: Trying to split cluster 1 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -103351.296875 Penalty: 360.231323 Iteration 0F: 2 clusters Score -103351.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -101436.617188 Penalty: 720.462646 Iteration 0F: 3 clusters Score -101436.6 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -102176.742188 Penalty: 720.462646 Iteration 1F: 3 clusters Score -102176.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -102316.773438 Penalty: 720.462646 Iteration 2F: 3 clusters Score -102316.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -102422.203125 Penalty: 720.462646 Iteration 3F: 3 clusters Score -102422.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -102515.648438 Penalty: 720.462646 Iteration 4F: 3 clusters Score -102515.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -102600.031250 Penalty: 720.462646 Iteration 5F: 3 clusters Score -102600 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -102641.453125 Penalty: 720.462646 Iteration 6Q: 3 clusters Score -102641.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -102670.351562 Penalty: 720.462646 Iteration 7Q: 3 clusters Score -102670.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -102701.398438 Penalty: 720.462646 Iteration 8Q: 3 clusters Score -102701.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -102735.000000 Penalty: 720.462646 Iteration 9Q: 3 clusters Score -102735 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -102773.648438 Penalty: 720.462646 Iteration 10Q: 3 clusters Score -102773.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -102804.226562 Penalty: 720.462646 Iteration 11Q: 3 clusters Score -102804.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -102832.585938 Penalty: 720.462646 Iteration 12Q: 3 clusters Score -102832.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -102863.859375 Penalty: 720.462646 Iteration 13Q: 3 clusters Score -102863.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -102894.554688 Penalty: 720.462646 Iteration 14Q: 3 clusters Score -102894.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -102928.835938 Penalty: 720.462646 Iteration 15Q: 3 clusters Score -102928.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -102979.039062 Penalty: 720.462646 Iteration 16Q: 3 clusters Score -102979 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -103031.031250 Penalty: 720.462646 Iteration 17Q: 3 clusters Score -103031 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -103069.976562 Penalty: 720.462646 Iteration 18Q: 3 clusters Score -103070 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -103103.156250 Penalty: 720.462646 Iteration 19Q: 3 clusters Score -103103.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -103140.367188 Penalty: 720.462646 Iteration 20F: 3 clusters Score -103140.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -103196.875000 Penalty: 720.462646 Iteration 21Q: 3 clusters Score -103196.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -103241.234375 Penalty: 720.462646 Iteration 22Q: 3 clusters Score -103241.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -103278.187500 Penalty: 720.462646 Iteration 23Q: 3 clusters Score -103278.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -103312.203125 Penalty: 720.462646 Iteration 24Q: 3 clusters Score -103312.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -103350.187500 Penalty: 720.462646 Iteration 25Q: 3 clusters Score -103350.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -103380.812500 Penalty: 720.462646 Iteration 26Q: 3 clusters Score -103380.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -103401.546875 Penalty: 720.462646 Iteration 27Q: 3 clusters Score -103401.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -103412.625000 Penalty: 720.462646 Iteration 28Q: 3 clusters Score -103412.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -103417.421875 Penalty: 720.462646 Iteration 29Q: 3 clusters Score -103417.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -103421.757812 Penalty: 720.462646 Iteration 30Q: 3 clusters Score -103421.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -103424.335938 Penalty: 720.462646 Iteration 31Q: 3 clusters Score -103424.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -103426.453125 Penalty: 720.462646 Iteration 32Q: 3 clusters Score -103426.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -103429.226562 Penalty: 720.462646 Iteration 33Q: 3 clusters Score -103429.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -103430.601562 Penalty: 720.462646 Iteration 34Q: 3 clusters Score -103430.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -103431.882812 Penalty: 720.462646 Iteration 35Q: 3 clusters Score -103431.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -103432.484375 Penalty: 720.462646 Iteration 36Q: 3 clusters Score -103432.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -103433.234375 Penalty: 720.462646 Iteration 37Q: 3 clusters Score -103433.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -103433.726562 Penalty: 720.462646 Iteration 38Q: 3 clusters Score -103433.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -103434.617188 Penalty: 720.462646 Iteration 39Q: 3 clusters Score -103434.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -103439.523438 Penalty: 720.462646 Iteration 40F: 3 clusters Score -103439.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -103442.625000 Penalty: 720.462646 Iteration 41Q: 3 clusters Score -103442.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -103443.757812 Penalty: 720.462646 Iteration 42Q: 3 clusters Score -103443.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -103444.523438 Penalty: 720.462646 Iteration 43Q: 3 clusters Score -103444.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -103444.687500 Penalty: 720.462646 Iteration 44Q: 3 clusters Score -103444.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -103444.687500 Penalty: 720.462646 Iteration 45F: 3 clusters Score -103444.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 8837 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 720 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 1955 members Entering Unmasked Estep Score: -14459913.000000 Penalty: 19931.716797 Splitting cluster 1 changes total score from -14460056.000000 to -14459913.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -37358.234375 Penalty: 319.337280 Iteration 0F: 2 clusters Score -37358.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -36492.082031 Penalty: 638.674561 Iteration 0F: 3 clusters Score -36492.08 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -36780.757812 Penalty: 638.674561 Iteration 1F: 3 clusters Score -36780.76 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -36822.574219 Penalty: 638.674561 Iteration 2F: 3 clusters Score -36822.57 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -36857.925781 Penalty: 638.674561 Iteration 3F: 3 clusters Score -36857.93 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -36895.230469 Penalty: 638.674561 Iteration 4Q: 3 clusters Score -36895.23 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -36955.496094 Penalty: 638.674561 Iteration 5F: 3 clusters Score -36955.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -37006.328125 Penalty: 638.674561 Iteration 6F: 3 clusters Score -37006.33 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -37040.605469 Penalty: 638.674561 Iteration 7Q: 3 clusters Score -37040.61 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -37071.132812 Penalty: 638.674561 Iteration 8Q: 3 clusters Score -37071.13 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -37098.046875 Penalty: 638.674561 Iteration 9Q: 3 clusters Score -37098.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -37107.691406 Penalty: 638.674561 Iteration 10Q: 3 clusters Score -37107.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -37114.945312 Penalty: 638.674561 Iteration 11Q: 3 clusters Score -37114.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -37123.378906 Penalty: 638.674561 Iteration 12Q: 3 clusters Score -37123.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -37128.687500 Penalty: 638.674561 Iteration 13Q: 3 clusters Score -37128.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -37133.082031 Penalty: 638.674561 Iteration 14Q: 3 clusters Score -37133.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -37137.234375 Penalty: 638.674561 Iteration 15Q: 3 clusters Score -37137.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -37146.710938 Penalty: 638.674561 Iteration 16Q: 3 clusters Score -37146.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -37153.273438 Penalty: 638.674561 Iteration 17Q: 3 clusters Score -37153.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -37155.003906 Penalty: 638.674561 Iteration 18Q: 3 clusters Score -37155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -37156.957031 Penalty: 638.674561 Iteration 19Q: 3 clusters Score -37156.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -37159.109375 Penalty: 638.674561 Iteration 20F: 3 clusters Score -37159.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -37162.632812 Penalty: 638.674561 Iteration 21Q: 3 clusters Score -37162.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -37165.605469 Penalty: 638.674561 Iteration 22Q: 3 clusters Score -37165.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -37168.625000 Penalty: 638.674561 Iteration 23Q: 3 clusters Score -37168.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -37168.746094 Penalty: 638.674561 Iteration 24Q: 3 clusters Score -37168.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -37168.746094 Penalty: 638.674561 Iteration 25F: 3 clusters Score -37168.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Entering Unmasked Estep Score: -285849.250000 Penalty: 404.482330 Iteration 0F: 2 clusters Score -285849.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -281008.062500 Penalty: 808.964661 Iteration 0F: 3 clusters Score -281008.1 nChanged 3339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -283034.343750 Penalty: 808.964661 Iteration 1F: 3 clusters Score -283034.3 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -283359.343750 Penalty: 808.964661 Iteration 2F: 3 clusters Score -283359.3 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -283726.843750 Penalty: 808.964661 Iteration 3F: 3 clusters Score -283726.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -284120.937500 Penalty: 808.964661 Iteration 4F: 3 clusters Score -284120.9 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -284412.156250 Penalty: 808.964661 Iteration 5F: 3 clusters Score -284412.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -284591.187500 Penalty: 808.964661 Iteration 6Q: 3 clusters Score -284591.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -284729.406250 Penalty: 808.964661 Iteration 7Q: 3 clusters Score -284729.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -284827.531250 Penalty: 808.964661 Iteration 8Q: 3 clusters Score -284827.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -284900.562500 Penalty: 808.964661 Iteration 9Q: 3 clusters Score -284900.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -284955.281250 Penalty: 808.964661 Iteration 10Q: 3 clusters Score -284955.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -284990.093750 Penalty: 808.964661 Iteration 11Q: 3 clusters Score -284990.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -285014.937500 Penalty: 808.964661 Iteration 12Q: 3 clusters Score -285014.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -285032.562500 Penalty: 808.964661 Iteration 13Q: 3 clusters Score -285032.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -285048.500000 Penalty: 808.964661 Iteration 14Q: 3 clusters Score -285048.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -285061.437500 Penalty: 808.964661 Iteration 15Q: 3 clusters Score -285061.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -285070.625000 Penalty: 808.964661 Iteration 16Q: 3 clusters Score -285070.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -285078.031250 Penalty: 808.964661 Iteration 17Q: 3 clusters Score -285078 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -285086.000000 Penalty: 808.964661 Iteration 18Q: 3 clusters Score -285086 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -285095.375000 Penalty: 808.964661 Iteration 19Q: 3 clusters Score -285095.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -285100.750000 Penalty: 808.964661 Iteration 20F: 3 clusters Score -285100.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -285107.687500 Penalty: 808.964661 Iteration 21Q: 3 clusters Score -285107.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -285116.812500 Penalty: 808.964661 Iteration 22Q: 3 clusters Score -285116.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -285124.031250 Penalty: 808.964661 Iteration 23Q: 3 clusters Score -285124 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -285131.406250 Penalty: 808.964661 Iteration 24Q: 3 clusters Score -285131.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -285138.312500 Penalty: 808.964661 Iteration 25Q: 3 clusters Score -285138.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -285147.531250 Penalty: 808.964661 Iteration 26Q: 3 clusters Score -285147.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -285155.218750 Penalty: 808.964661 Iteration 27Q: 3 clusters Score -285155.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -285162.343750 Penalty: 808.964661 Iteration 28Q: 3 clusters Score -285162.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -285170.531250 Penalty: 808.964661 Iteration 29Q: 3 clusters Score -285170.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -285180.312500 Penalty: 808.964661 Iteration 30Q: 3 clusters Score -285180.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -285189.343750 Penalty: 808.964661 Iteration 31Q: 3 clusters Score -285189.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -285199.281250 Penalty: 808.964661 Iteration 32Q: 3 clusters Score -285199.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -285205.968750 Penalty: 808.964661 Iteration 33Q: 3 clusters Score -285206 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -285213.906250 Penalty: 808.964661 Iteration 34Q: 3 clusters Score -285213.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -285222.031250 Penalty: 808.964661 Iteration 35Q: 3 clusters Score -285222 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -285225.968750 Penalty: 808.964661 Iteration 36Q: 3 clusters Score -285226 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -285229.968750 Penalty: 808.964661 Iteration 37Q: 3 clusters Score -285230 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -285234.375000 Penalty: 808.964661 Iteration 38Q: 3 clusters Score -285234.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -285238.343750 Penalty: 808.964661 Iteration 39Q: 3 clusters Score -285238.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -285242.750000 Penalty: 808.964661 Iteration 40F: 3 clusters Score -285242.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -285247.656250 Penalty: 808.964661 Iteration 41Q: 3 clusters Score -285247.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -285256.281250 Penalty: 808.964661 Iteration 42Q: 3 clusters Score -285256.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -285263.312500 Penalty: 808.964661 Iteration 43Q: 3 clusters Score -285263.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -285275.093750 Penalty: 808.964661 Iteration 44Q: 3 clusters Score -285275.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -285290.812500 Penalty: 808.964661 Iteration 45Q: 3 clusters Score -285290.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -285311.375000 Penalty: 808.964661 Iteration 46Q: 3 clusters Score -285311.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -285330.093750 Penalty: 808.964661 Iteration 47Q: 3 clusters Score -285330.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -285347.406250 Penalty: 808.964661 Iteration 48Q: 3 clusters Score -285347.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -285363.031250 Penalty: 808.964661 Iteration 49Q: 3 clusters Score -285363 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -285373.593750 Penalty: 808.964661 Iteration 50Q: 3 clusters Score -285373.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -285384.125000 Penalty: 808.964661 Iteration 51Q: 3 clusters Score -285384.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -285391.812500 Penalty: 808.964661 Iteration 52Q: 3 clusters Score -285391.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -285401.875000 Penalty: 808.964661 Iteration 53Q: 3 clusters Score -285401.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -285412.343750 Penalty: 808.964661 Iteration 54Q: 3 clusters Score -285412.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -285421.843750 Penalty: 808.964661 Iteration 55Q: 3 clusters Score -285421.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -285427.062500 Penalty: 808.964661 Iteration 56Q: 3 clusters Score -285427.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -285430.125000 Penalty: 808.964661 Iteration 57Q: 3 clusters Score -285430.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -285432.250000 Penalty: 808.964661 Iteration 58Q: 3 clusters Score -285432.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -285433.031250 Penalty: 808.964661 Iteration 59Q: 3 clusters Score -285433 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -285434.656250 Penalty: 808.964661 Iteration 60F: 3 clusters Score -285434.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -285437.437500 Penalty: 808.964661 Iteration 61Q: 3 clusters Score -285437.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -285439.000000 Penalty: 808.964661 Iteration 62Q: 3 clusters Score -285439 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -285441.062500 Penalty: 808.964661 Iteration 63Q: 3 clusters Score -285441.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -285441.968750 Penalty: 808.964661 Iteration 64Q: 3 clusters Score -285442 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -285444.687500 Penalty: 808.964661 Iteration 65Q: 3 clusters Score -285444.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -285448.468750 Penalty: 808.964661 Iteration 66Q: 3 clusters Score -285448.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -285452.625000 Penalty: 808.964661 Iteration 67Q: 3 clusters Score -285452.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -285454.406250 Penalty: 808.964661 Iteration 68Q: 3 clusters Score -285454.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -285455.343750 Penalty: 808.964661 Iteration 69Q: 3 clusters Score -285455.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -285459.718750 Penalty: 808.964661 Iteration 70Q: 3 clusters Score -285459.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -285463.375000 Penalty: 808.964661 Iteration 71Q: 3 clusters Score -285463.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -285464.906250 Penalty: 808.964661 Iteration 72Q: 3 clusters Score -285464.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -285466.343750 Penalty: 808.964661 Iteration 73Q: 3 clusters Score -285466.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -285469.000000 Penalty: 808.964661 Iteration 74Q: 3 clusters Score -285469 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -285473.968750 Penalty: 808.964661 Iteration 75Q: 3 clusters Score -285474 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -285480.218750 Penalty: 808.964661 Iteration 76Q: 3 clusters Score -285480.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -285483.250000 Penalty: 808.964661 Iteration 77Q: 3 clusters Score -285483.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -285487.437500 Penalty: 808.964661 Iteration 78Q: 3 clusters Score -285487.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -285492.468750 Penalty: 808.964661 Iteration 79Q: 3 clusters Score -285492.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -285495.562500 Penalty: 808.964661 Iteration 80F: 3 clusters Score -285495.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -285497.750000 Penalty: 808.964661 Iteration 81Q: 3 clusters Score -285497.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -285499.281250 Penalty: 808.964661 Iteration 82Q: 3 clusters Score -285499.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -285501.750000 Penalty: 808.964661 Iteration 83Q: 3 clusters Score -285501.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -285501.875000 Penalty: 808.964661 Iteration 84Q: 3 clusters Score -285501.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -285502.968750 Penalty: 808.964661 Iteration 85Q: 3 clusters Score -285503 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -285504.593750 Penalty: 808.964661 Iteration 86Q: 3 clusters Score -285504.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -285506.187500 Penalty: 808.964661 Iteration 87Q: 3 clusters Score -285506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -285508.375000 Penalty: 808.964661 Iteration 88Q: 3 clusters Score -285508.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -285509.531250 Penalty: 808.964661 Iteration 89Q: 3 clusters Score -285509.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -285510.937500 Penalty: 808.964661 Iteration 90Q: 3 clusters Score -285510.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -285511.875000 Penalty: 808.964661 Iteration 91Q: 3 clusters Score -285511.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -285511.906250 Penalty: 808.964661 Iteration 92Q: 3 clusters Score -285511.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -285511.718750 Penalty: 808.964661 Iteration 93Q: 3 clusters Score -285511.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -285512.250000 Penalty: 808.964661 Iteration 94Q: 3 clusters Score -285512.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -285512.031250 Penalty: 808.964661 Iteration 95Q: 3 clusters Score -285512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -285512.218750 Penalty: 808.964661 Iteration 96Q: 3 clusters Score -285512.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -285512.031250 Penalty: 808.964661 Iteration 97Q: 3 clusters Score -285512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -285512.031250 Penalty: 808.964661 Iteration 98Q: 3 clusters Score -285512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -285512.531250 Penalty: 808.964661 Iteration 99Q: 3 clusters Score -285512.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -285512.843750 Penalty: 808.964661 Iteration 100F: 3 clusters Score -285512.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Entering Unmasked Estep Score: -168693.734375 Penalty: 381.570892 Iteration 0F: 2 clusters Score -168693.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -165759.578125 Penalty: 763.141785 Iteration 0F: 3 clusters Score -165759.6 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -167029.296875 Penalty: 763.141785 Iteration 1F: 3 clusters Score -167029.3 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -167388.609375 Penalty: 763.141785 Iteration 2F: 3 clusters Score -167388.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -167730.656250 Penalty: 763.141785 Iteration 3F: 3 clusters Score -167730.7 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -168052.062500 Penalty: 763.141785 Iteration 4F: 3 clusters Score -168052.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -168308.968750 Penalty: 763.141785 Iteration 5F: 3 clusters Score -168309 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -168476.156250 Penalty: 763.141785 Iteration 6Q: 3 clusters Score -168476.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -168583.234375 Penalty: 763.141785 Iteration 7Q: 3 clusters Score -168583.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -168641.875000 Penalty: 763.141785 Iteration 8Q: 3 clusters Score -168641.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -168668.437500 Penalty: 763.141785 Iteration 9Q: 3 clusters Score -168668.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -168687.890625 Penalty: 763.141785 Iteration 10Q: 3 clusters Score -168687.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -168703.875000 Penalty: 763.141785 Iteration 11Q: 3 clusters Score -168703.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -168715.562500 Penalty: 763.141785 Iteration 12Q: 3 clusters Score -168715.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -168723.171875 Penalty: 763.141785 Iteration 13Q: 3 clusters Score -168723.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -168725.343750 Penalty: 763.141785 Iteration 14Q: 3 clusters Score -168725.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -168727.875000 Penalty: 763.141785 Iteration 15Q: 3 clusters Score -168727.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -168729.859375 Penalty: 763.141785 Iteration 16Q: 3 clusters Score -168729.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -168730.796875 Penalty: 763.141785 Iteration 17Q: 3 clusters Score -168730.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -168733.312500 Penalty: 763.141785 Iteration 18Q: 3 clusters Score -168733.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -168734.812500 Penalty: 763.141785 Iteration 19Q: 3 clusters Score -168734.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -168736.281250 Penalty: 763.141785 Iteration 20F: 3 clusters Score -168736.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -168737.203125 Penalty: 763.141785 Iteration 21Q: 3 clusters Score -168737.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -168737.906250 Penalty: 763.141785 Iteration 22Q: 3 clusters Score -168737.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -168738.656250 Penalty: 763.141785 Iteration 23Q: 3 clusters Score -168738.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -168738.546875 Penalty: 763.141785 Iteration 24Q: 3 clusters Score -168738.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -168738.546875 Penalty: 763.141785 Iteration 25F: 3 clusters Score -168738.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4203 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 8837 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 720 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 183 members Entering Unmasked Estep Score: -14459898.000000 Penalty: 19931.716797 Splitting cluster 4 changes total score from -14460056.000000 to -14459898.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (19008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19008 members Entering Unmasked Estep Score: -718976.062500 Penalty: 448.294006 Iteration 0F: 2 clusters Score -718976.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -706476.375000 Penalty: 896.588013 Iteration 0F: 3 clusters Score -706476.4 nChanged 8992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -711699.937500 Penalty: 896.588013 Iteration 1F: 3 clusters Score -711699.9 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -712045.500000 Penalty: 896.588013 Iteration 2Q: 3 clusters Score -712045.5 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -712456.875000 Penalty: 896.588013 Iteration 3F: 3 clusters Score -712456.9 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 8833 members Entering Unmasked Estep Score: -712969.062500 Penalty: 896.588013 Iteration 4F: 3 clusters Score -712969.1 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -713653.250000 Penalty: 896.588013 Iteration 5F: 3 clusters Score -713653.2 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -714349.062500 Penalty: 896.588013 Iteration 6F: 3 clusters Score -714349.1 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -714936.125000 Penalty: 896.588013 Iteration 7F: 3 clusters Score -714936.1 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -715378.250000 Penalty: 896.588013 Iteration 8Q: 3 clusters Score -715378.2 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -715636.687500 Penalty: 896.588013 Iteration 9Q: 3 clusters Score -715636.7 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -715796.687500 Penalty: 896.588013 Iteration 10Q: 3 clusters Score -715796.7 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -715915.062500 Penalty: 896.588013 Iteration 11Q: 3 clusters Score -715915.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -716049.875000 Penalty: 896.588013 Iteration 12Q: 3 clusters Score -716049.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -716194.500000 Penalty: 896.588013 Iteration 13Q: 3 clusters Score -716194.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -716353.250000 Penalty: 896.588013 Iteration 14Q: 3 clusters Score -716353.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -716509.437500 Penalty: 896.588013 Iteration 15Q: 3 clusters Score -716509.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -716663.187500 Penalty: 896.588013 Iteration 16Q: 3 clusters Score -716663.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13603 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -716824.062500 Penalty: 896.588013 Iteration 17Q: 3 clusters Score -716824.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -716970.625000 Penalty: 896.588013 Iteration 18Q: 3 clusters Score -716970.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -717104.250000 Penalty: 896.588013 Iteration 19Q: 3 clusters Score -717104.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14472 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -717224.812500 Penalty: 896.588013 Iteration 20F: 3 clusters Score -717224.8 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -717339.125000 Penalty: 896.588013 Iteration 21Q: 3 clusters Score -717339.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15041 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -717450.625000 Penalty: 896.588013 Iteration 22Q: 3 clusters Score -717450.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -717544.375000 Penalty: 896.588013 Iteration 23Q: 3 clusters Score -717544.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15521 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -717621.750000 Penalty: 896.588013 Iteration 24Q: 3 clusters Score -717621.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -717698.187500 Penalty: 896.588013 Iteration 25Q: 3 clusters Score -717698.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15972 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -717754.562500 Penalty: 896.588013 Iteration 26Q: 3 clusters Score -717754.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16161 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -717808.187500 Penalty: 896.588013 Iteration 27Q: 3 clusters Score -717808.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -717867.250000 Penalty: 896.588013 Iteration 28Q: 3 clusters Score -717867.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -717933.687500 Penalty: 896.588013 Iteration 29Q: 3 clusters Score -717933.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16763 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -718012.750000 Penalty: 896.588013 Iteration 30Q: 3 clusters Score -718012.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -718086.375000 Penalty: 896.588013 Iteration 31Q: 3 clusters Score -718086.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17156 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -718158.687500 Penalty: 896.588013 Iteration 32Q: 3 clusters Score -718158.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -718222.687500 Penalty: 896.588013 Iteration 33Q: 3 clusters Score -718222.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -718284.312500 Penalty: 896.588013 Iteration 34Q: 3 clusters Score -718284.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17597 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -718336.500000 Penalty: 896.588013 Iteration 35Q: 3 clusters Score -718336.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17709 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -718384.812500 Penalty: 896.588013 Iteration 36Q: 3 clusters Score -718384.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17806 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -718428.437500 Penalty: 896.588013 Iteration 37Q: 3 clusters Score -718428.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17899 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -718472.187500 Penalty: 896.588013 Iteration 38Q: 3 clusters Score -718472.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17984 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -718505.562500 Penalty: 896.588013 Iteration 39Q: 3 clusters Score -718505.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -718534.875000 Penalty: 896.588013 Iteration 40F: 3 clusters Score -718534.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18102 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -718549.000000 Penalty: 896.588013 Iteration 41Q: 3 clusters Score -718549 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18152 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -718567.437500 Penalty: 896.588013 Iteration 42Q: 3 clusters Score -718567.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18193 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -718587.125000 Penalty: 896.588013 Iteration 43Q: 3 clusters Score -718587.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -718598.875000 Penalty: 896.588013 Iteration 44Q: 3 clusters Score -718598.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18242 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -718610.750000 Penalty: 896.588013 Iteration 45Q: 3 clusters Score -718610.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18270 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -718624.937500 Penalty: 896.588013 Iteration 46Q: 3 clusters Score -718624.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -718633.125000 Penalty: 896.588013 Iteration 47Q: 3 clusters Score -718633.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -718635.312500 Penalty: 896.588013 Iteration 48Q: 3 clusters Score -718635.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -718639.875000 Penalty: 896.588013 Iteration 49Q: 3 clusters Score -718639.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18338 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -718643.687500 Penalty: 896.588013 Iteration 50Q: 3 clusters Score -718643.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -718648.000000 Penalty: 896.588013 Iteration 51Q: 3 clusters Score -718648 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18362 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -718651.250000 Penalty: 896.588013 Iteration 52Q: 3 clusters Score -718651.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18371 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -718652.375000 Penalty: 896.588013 Iteration 53Q: 3 clusters Score -718652.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18382 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -718655.937500 Penalty: 896.588013 Iteration 54Q: 3 clusters Score -718655.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18393 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -718657.812500 Penalty: 896.588013 Iteration 55Q: 3 clusters Score -718657.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -718662.250000 Penalty: 896.588013 Iteration 56Q: 3 clusters Score -718662.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18408 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -718667.312500 Penalty: 896.588013 Iteration 57Q: 3 clusters Score -718667.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -718673.312500 Penalty: 896.588013 Iteration 58Q: 3 clusters Score -718673.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18429 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -718677.500000 Penalty: 896.588013 Iteration 59Q: 3 clusters Score -718677.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18437 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -718683.750000 Penalty: 896.588013 Iteration 60F: 3 clusters Score -718683.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18451 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -718691.875000 Penalty: 896.588013 Iteration 61Q: 3 clusters Score -718691.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18463 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -718698.750000 Penalty: 896.588013 Iteration 62Q: 3 clusters Score -718698.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18474 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -718704.562500 Penalty: 896.588013 Iteration 63Q: 3 clusters Score -718704.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -718705.812500 Penalty: 896.588013 Iteration 64Q: 3 clusters Score -718705.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -718705.812500 Penalty: 896.588013 Iteration 65Q: 3 clusters Score -718705.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18490 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -718707.375000 Penalty: 896.588013 Iteration 66Q: 3 clusters Score -718707.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18495 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -718710.437500 Penalty: 896.588013 Iteration 67Q: 3 clusters Score -718710.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -718711.062500 Penalty: 896.588013 Iteration 68Q: 3 clusters Score -718711.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -718711.750000 Penalty: 896.588013 Iteration 69Q: 3 clusters Score -718711.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18510 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -718713.312500 Penalty: 896.588013 Iteration 70Q: 3 clusters Score -718713.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18516 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -718714.812500 Penalty: 896.588013 Iteration 71Q: 3 clusters Score -718714.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18523 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -718716.125000 Penalty: 896.588013 Iteration 72Q: 3 clusters Score -718716.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18527 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -718717.687500 Penalty: 896.588013 Iteration 73Q: 3 clusters Score -718717.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -718719.250000 Penalty: 896.588013 Iteration 74Q: 3 clusters Score -718719.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -718719.437500 Penalty: 896.588013 Iteration 75Q: 3 clusters Score -718719.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -718718.937500 Penalty: 896.588013 Iteration 76Q: 3 clusters Score -718718.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -718718.937500 Penalty: 896.588013 Iteration 77F: 3 clusters Score -718718.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Entering Unmasked Estep Score: -282538.468750 Penalty: 413.444946 Iteration 0F: 2 clusters Score -282538.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -276690.968750 Penalty: 826.889893 Iteration 0F: 3 clusters Score -276691 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -279455.875000 Penalty: 826.889893 Iteration 1F: 3 clusters Score -279455.9 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -280125.437500 Penalty: 826.889893 Iteration 2F: 3 clusters Score -280125.4 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -280847.468750 Penalty: 826.889893 Iteration 3F: 3 clusters Score -280847.5 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -281561.468750 Penalty: 826.889893 Iteration 4F: 3 clusters Score -281561.5 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -282191.500000 Penalty: 826.889893 Iteration 5F: 3 clusters Score -282191.5 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -282662.187500 Penalty: 826.889893 Iteration 6F: 3 clusters Score -282662.2 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -282980.500000 Penalty: 826.889893 Iteration 7F: 3 clusters Score -282980.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -283216.343750 Penalty: 826.889893 Iteration 8Q: 3 clusters Score -283216.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -283366.218750 Penalty: 826.889893 Iteration 9Q: 3 clusters Score -283366.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -283442.687500 Penalty: 826.889893 Iteration 10Q: 3 clusters Score -283442.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -283471.500000 Penalty: 826.889893 Iteration 11Q: 3 clusters Score -283471.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -283490.937500 Penalty: 826.889893 Iteration 12Q: 3 clusters Score -283490.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -283499.281250 Penalty: 826.889893 Iteration 13Q: 3 clusters Score -283499.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -283504.937500 Penalty: 826.889893 Iteration 14Q: 3 clusters Score -283504.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -283510.843750 Penalty: 826.889893 Iteration 15Q: 3 clusters Score -283510.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -283514.218750 Penalty: 826.889893 Iteration 16Q: 3 clusters Score -283514.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -283516.843750 Penalty: 826.889893 Iteration 17Q: 3 clusters Score -283516.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -283518.593750 Penalty: 826.889893 Iteration 18Q: 3 clusters Score -283518.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -283520.031250 Penalty: 826.889893 Iteration 19Q: 3 clusters Score -283520 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -283520.625000 Penalty: 826.889893 Iteration 20F: 3 clusters Score -283520.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -283522.250000 Penalty: 826.889893 Iteration 21Q: 3 clusters Score -283522.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -283523.250000 Penalty: 826.889893 Iteration 22Q: 3 clusters Score -283523.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -283525.218750 Penalty: 826.889893 Iteration 23Q: 3 clusters Score -283525.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -283527.843750 Penalty: 826.889893 Iteration 24Q: 3 clusters Score -283527.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -283531.125000 Penalty: 826.889893 Iteration 25Q: 3 clusters Score -283531.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -283533.156250 Penalty: 826.889893 Iteration 26Q: 3 clusters Score -283533.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -283534.625000 Penalty: 826.889893 Iteration 27Q: 3 clusters Score -283534.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -283535.843750 Penalty: 826.889893 Iteration 28Q: 3 clusters Score -283535.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -283537.750000 Penalty: 826.889893 Iteration 29Q: 3 clusters Score -283537.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -283540.937500 Penalty: 826.889893 Iteration 30Q: 3 clusters Score -283540.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -283541.750000 Penalty: 826.889893 Iteration 31Q: 3 clusters Score -283541.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -283544.968750 Penalty: 826.889893 Iteration 32Q: 3 clusters Score -283545 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -283550.156250 Penalty: 826.889893 Iteration 33Q: 3 clusters Score -283550.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -283555.812500 Penalty: 826.889893 Iteration 34Q: 3 clusters Score -283555.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -283565.312500 Penalty: 826.889893 Iteration 35Q: 3 clusters Score -283565.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -283571.000000 Penalty: 826.889893 Iteration 36Q: 3 clusters Score -283571 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -283575.718750 Penalty: 826.889893 Iteration 37Q: 3 clusters Score -283575.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -283580.031250 Penalty: 826.889893 Iteration 38Q: 3 clusters Score -283580 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -283585.906250 Penalty: 826.889893 Iteration 39Q: 3 clusters Score -283585.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -283590.937500 Penalty: 826.889893 Iteration 40F: 3 clusters Score -283590.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -283593.968750 Penalty: 826.889893 Iteration 41Q: 3 clusters Score -283594 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -283597.437500 Penalty: 826.889893 Iteration 42Q: 3 clusters Score -283597.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -283600.218750 Penalty: 826.889893 Iteration 43Q: 3 clusters Score -283600.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -283603.750000 Penalty: 826.889893 Iteration 44Q: 3 clusters Score -283603.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -283607.468750 Penalty: 826.889893 Iteration 45Q: 3 clusters Score -283607.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -283611.375000 Penalty: 826.889893 Iteration 46Q: 3 clusters Score -283611.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -283613.000000 Penalty: 826.889893 Iteration 47Q: 3 clusters Score -283613 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -283614.906250 Penalty: 826.889893 Iteration 48Q: 3 clusters Score -283614.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -283617.750000 Penalty: 826.889893 Iteration 49Q: 3 clusters Score -283617.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -283619.562500 Penalty: 826.889893 Iteration 50Q: 3 clusters Score -283619.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -283622.781250 Penalty: 826.889893 Iteration 51Q: 3 clusters Score -283622.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -283629.093750 Penalty: 826.889893 Iteration 52Q: 3 clusters Score -283629.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -283634.218750 Penalty: 826.889893 Iteration 53Q: 3 clusters Score -283634.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -283639.562500 Penalty: 826.889893 Iteration 54Q: 3 clusters Score -283639.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -283644.406250 Penalty: 826.889893 Iteration 55Q: 3 clusters Score -283644.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -283652.468750 Penalty: 826.889893 Iteration 56Q: 3 clusters Score -283652.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -283659.812500 Penalty: 826.889893 Iteration 57Q: 3 clusters Score -283659.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -283666.906250 Penalty: 826.889893 Iteration 58Q: 3 clusters Score -283666.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -283672.000000 Penalty: 826.889893 Iteration 59Q: 3 clusters Score -283672 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -283677.656250 Penalty: 826.889893 Iteration 60F: 3 clusters Score -283677.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -283683.750000 Penalty: 826.889893 Iteration 61Q: 3 clusters Score -283683.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -283689.093750 Penalty: 826.889893 Iteration 62Q: 3 clusters Score -283689.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -283694.656250 Penalty: 826.889893 Iteration 63Q: 3 clusters Score -283694.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -283699.000000 Penalty: 826.889893 Iteration 64Q: 3 clusters Score -283699 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -283703.687500 Penalty: 826.889893 Iteration 65Q: 3 clusters Score -283703.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -283709.406250 Penalty: 826.889893 Iteration 66Q: 3 clusters Score -283709.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -283714.312500 Penalty: 826.889893 Iteration 67Q: 3 clusters Score -283714.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -283718.437500 Penalty: 826.889893 Iteration 68Q: 3 clusters Score -283718.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -283724.468750 Penalty: 826.889893 Iteration 69Q: 3 clusters Score -283724.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -283729.000000 Penalty: 826.889893 Iteration 70Q: 3 clusters Score -283729 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -283733.187500 Penalty: 826.889893 Iteration 71Q: 3 clusters Score -283733.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -283736.375000 Penalty: 826.889893 Iteration 72Q: 3 clusters Score -283736.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -283739.718750 Penalty: 826.889893 Iteration 73Q: 3 clusters Score -283739.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -283743.062500 Penalty: 826.889893 Iteration 74Q: 3 clusters Score -283743.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -283748.250000 Penalty: 826.889893 Iteration 75Q: 3 clusters Score -283748.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -283754.656250 Penalty: 826.889893 Iteration 76Q: 3 clusters Score -283754.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -283760.343750 Penalty: 826.889893 Iteration 77Q: 3 clusters Score -283760.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -283766.656250 Penalty: 826.889893 Iteration 78Q: 3 clusters Score -283766.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -283773.500000 Penalty: 826.889893 Iteration 79Q: 3 clusters Score -283773.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -283778.312500 Penalty: 826.889893 Iteration 80F: 3 clusters Score -283778.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -283781.125000 Penalty: 826.889893 Iteration 81Q: 3 clusters Score -283781.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -283785.468750 Penalty: 826.889893 Iteration 82Q: 3 clusters Score -283785.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -283789.937500 Penalty: 826.889893 Iteration 83Q: 3 clusters Score -283789.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -283793.593750 Penalty: 826.889893 Iteration 84Q: 3 clusters Score -283793.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -283798.031250 Penalty: 826.889893 Iteration 85Q: 3 clusters Score -283798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -283811.937500 Penalty: 826.889893 Iteration 86Q: 3 clusters Score -283811.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -283824.218750 Penalty: 826.889893 Iteration 87Q: 3 clusters Score -283824.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -283832.406250 Penalty: 826.889893 Iteration 88Q: 3 clusters Score -283832.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -283839.750000 Penalty: 826.889893 Iteration 89Q: 3 clusters Score -283839.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -283848.437500 Penalty: 826.889893 Iteration 90Q: 3 clusters Score -283848.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -283857.500000 Penalty: 826.889893 Iteration 91Q: 3 clusters Score -283857.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -283866.000000 Penalty: 826.889893 Iteration 92Q: 3 clusters Score -283866 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -283872.250000 Penalty: 826.889893 Iteration 93Q: 3 clusters Score -283872.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -283878.156250 Penalty: 826.889893 Iteration 94Q: 3 clusters Score -283878.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -283883.312500 Penalty: 826.889893 Iteration 95Q: 3 clusters Score -283883.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -283888.343750 Penalty: 826.889893 Iteration 96Q: 3 clusters Score -283888.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -283890.625000 Penalty: 826.889893 Iteration 97Q: 3 clusters Score -283890.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -283893.312500 Penalty: 826.889893 Iteration 98Q: 3 clusters Score -283893.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -283896.031250 Penalty: 826.889893 Iteration 99Q: 3 clusters Score -283896 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -283898.843750 Penalty: 826.889893 Iteration 100F: 3 clusters Score -283898.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -283904.187500 Penalty: 826.889893 Iteration 101Q: 3 clusters Score -283904.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -283910.875000 Penalty: 826.889893 Iteration 102Q: 3 clusters Score -283910.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -283918.687500 Penalty: 826.889893 Iteration 103Q: 3 clusters Score -283918.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -283925.656250 Penalty: 826.889893 Iteration 104Q: 3 clusters Score -283925.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -283932.781250 Penalty: 826.889893 Iteration 105Q: 3 clusters Score -283932.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -283939.406250 Penalty: 826.889893 Iteration 106Q: 3 clusters Score -283939.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -283950.843750 Penalty: 826.889893 Iteration 107Q: 3 clusters Score -283950.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -283960.156250 Penalty: 826.889893 Iteration 108Q: 3 clusters Score -283960.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -283971.093750 Penalty: 826.889893 Iteration 109Q: 3 clusters Score -283971.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -283979.531250 Penalty: 826.889893 Iteration 110Q: 3 clusters Score -283979.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -283987.000000 Penalty: 826.889893 Iteration 111Q: 3 clusters Score -283987 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 7453 members Entering Unmasked Estep Score: -283995.937500 Penalty: 826.889893 Iteration 112Q: 3 clusters Score -283995.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -284001.718750 Penalty: 826.889893 Iteration 113Q: 3 clusters Score -284001.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -284013.593750 Penalty: 826.889893 Iteration 114Q: 3 clusters Score -284013.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -284034.843750 Penalty: 826.889893 Iteration 115Q: 3 clusters Score -284034.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -284061.687500 Penalty: 826.889893 Iteration 116Q: 3 clusters Score -284061.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -284100.187500 Penalty: 826.889893 Iteration 117Q: 3 clusters Score -284100.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -284115.625000 Penalty: 826.889893 Iteration 118Q: 3 clusters Score -284115.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -284121.906250 Penalty: 826.889893 Iteration 119Q: 3 clusters Score -284121.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -284125.468750 Penalty: 826.889893 Iteration 120F: 3 clusters Score -284125.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -284127.312500 Penalty: 826.889893 Iteration 121Q: 3 clusters Score -284127.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -284127.781250 Penalty: 826.889893 Iteration 122Q: 3 clusters Score -284127.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -284127.343750 Penalty: 826.889893 Iteration 123Q: 3 clusters Score -284127.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -284127.812500 Penalty: 826.889893 Iteration 124Q: 3 clusters Score -284127.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -284127.812500 Penalty: 826.889893 Iteration 125F: 3 clusters Score -284127.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 720 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Entering Unmasked Estep Score: -14461452.000000 Penalty: 19931.716797 Splitting cluster 6 changes total score from -14460056.000000 to -14461452.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 7 (90030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90030 members Entering Unmasked Estep Score: -3764076.500000 Penalty: 519.059326 Iteration 0F: 2 clusters Score -3764076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44992 members Mstep: Class 2 contains 45038 members Entering Unmasked Estep Score: -3703109.000000 Penalty: 1038.118652 Iteration 0F: 3 clusters Score -3703109 nChanged 44060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44074 members Mstep: Class 2 contains 45956 members Entering Unmasked Estep Score: -3730170.500000 Penalty: 1038.118652 Iteration 1F: 3 clusters Score -3730170 nChanged 3769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43255 members Mstep: Class 2 contains 46775 members Entering Unmasked Estep Score: -3731575.250000 Penalty: 1038.118652 Iteration 2Q: 3 clusters Score -3731575 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42024 members Mstep: Class 2 contains 48006 members Entering Unmasked Estep Score: -3733480.500000 Penalty: 1038.118652 Iteration 3Q: 3 clusters Score -3733480 nChanged 4894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40098 members Mstep: Class 2 contains 49932 members Entering Unmasked Estep Score: -3736329.750000 Penalty: 1038.118652 Iteration 4F: 3 clusters Score -3736330 nChanged 5409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37701 members Mstep: Class 2 contains 52329 members Entering Unmasked Estep Score: -3740349.500000 Penalty: 1038.118652 Iteration 5F: 3 clusters Score -3740350 nChanged 5522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35245 members Mstep: Class 2 contains 54785 members Entering Unmasked Estep Score: -3744685.750000 Penalty: 1038.118652 Iteration 6F: 3 clusters Score -3744686 nChanged 4819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33176 members Mstep: Class 2 contains 56854 members Entering Unmasked Estep Score: -3747600.250000 Penalty: 1038.118652 Iteration 7F: 3 clusters Score -3747600 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31424 members Mstep: Class 2 contains 58606 members Entering Unmasked Estep Score: -3748872.500000 Penalty: 1038.118652 Iteration 8Q: 3 clusters Score -3748872 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29760 members Mstep: Class 2 contains 60270 members Entering Unmasked Estep Score: -3749509.750000 Penalty: 1038.118652 Iteration 9Q: 3 clusters Score -3749510 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 61959 members Entering Unmasked Estep Score: -3750022.000000 Penalty: 1038.118652 Iteration 10Q: 3 clusters Score -3750022 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26327 members Mstep: Class 2 contains 63703 members Entering Unmasked Estep Score: -3750557.500000 Penalty: 1038.118652 Iteration 11Q: 3 clusters Score -3750558 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24455 members Mstep: Class 2 contains 65575 members Entering Unmasked Estep Score: -3751179.750000 Penalty: 1038.118652 Iteration 12Q: 3 clusters Score -3751180 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22462 members Mstep: Class 2 contains 67568 members Entering Unmasked Estep Score: -3751891.000000 Penalty: 1038.118652 Iteration 13Q: 3 clusters Score -3751891 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20450 members Mstep: Class 2 contains 69580 members Entering Unmasked Estep Score: -3752673.250000 Penalty: 1038.118652 Iteration 14Q: 3 clusters Score -3752673 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18471 members Mstep: Class 2 contains 71559 members Entering Unmasked Estep Score: -3753436.250000 Penalty: 1038.118652 Iteration 15Q: 3 clusters Score -3753436 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 73631 members Entering Unmasked Estep Score: -3754329.000000 Penalty: 1038.118652 Iteration 16Q: 3 clusters Score -3754329 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 75741 members Entering Unmasked Estep Score: -3755366.250000 Penalty: 1038.118652 Iteration 17Q: 3 clusters Score -3755366 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12235 members Mstep: Class 2 contains 77795 members Entering Unmasked Estep Score: -3756408.000000 Penalty: 1038.118652 Iteration 18Q: 3 clusters Score -3756408 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 79794 members Entering Unmasked Estep Score: -3757557.500000 Penalty: 1038.118652 Iteration 19Q: 3 clusters Score -3757558 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 81617 members Entering Unmasked Estep Score: -3758665.000000 Penalty: 1038.118652 Iteration 20F: 3 clusters Score -3758665 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 83304 members Entering Unmasked Estep Score: -3759776.250000 Penalty: 1038.118652 Iteration 21Q: 3 clusters Score -3759776 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 84715 members Entering Unmasked Estep Score: -3760741.750000 Penalty: 1038.118652 Iteration 22Q: 3 clusters Score -3760742 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 85916 members Entering Unmasked Estep Score: -3761622.500000 Penalty: 1038.118652 Iteration 23Q: 3 clusters Score -3761622 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 86848 members Entering Unmasked Estep Score: -3762289.250000 Penalty: 1038.118652 Iteration 24Q: 3 clusters Score -3762289 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 87509 members Entering Unmasked Estep Score: -3762751.500000 Penalty: 1038.118652 Iteration 25Q: 3 clusters Score -3762752 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 87988 members Entering Unmasked Estep Score: -3763062.000000 Penalty: 1038.118652 Iteration 26Q: 3 clusters Score -3763062 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 88337 members Entering Unmasked Estep Score: -3763276.500000 Penalty: 1038.118652 Iteration 27Q: 3 clusters Score -3763276 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 88592 members Entering Unmasked Estep Score: -3763433.750000 Penalty: 1038.118652 Iteration 28Q: 3 clusters Score -3763434 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 88777 members Entering Unmasked Estep Score: -3763526.750000 Penalty: 1038.118652 Iteration 29Q: 3 clusters Score -3763527 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 88928 members Entering Unmasked Estep Score: -3763594.000000 Penalty: 1038.118652 Iteration 30Q: 3 clusters Score -3763594 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 89029 members Entering Unmasked Estep Score: -3763629.750000 Penalty: 1038.118652 Iteration 31Q: 3 clusters Score -3763630 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 89112 members Entering Unmasked Estep Score: -3763661.750000 Penalty: 1038.118652 Iteration 32Q: 3 clusters Score -3763662 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 89183 members Entering Unmasked Estep Score: -3763693.000000 Penalty: 1038.118652 Iteration 33Q: 3 clusters Score -3763693 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 89233 members Entering Unmasked Estep Score: -3763699.500000 Penalty: 1038.118652 Iteration 34Q: 3 clusters Score -3763700 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 89268 members Entering Unmasked Estep Score: -3763706.250000 Penalty: 1038.118652 Iteration 35Q: 3 clusters Score -3763706 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 89288 members Entering Unmasked Estep Score: -3763703.750000 Penalty: 1038.118652 Iteration 36Q: 3 clusters Score -3763704 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 89309 members Entering Unmasked Estep Score: -3763703.500000 Penalty: 1038.118652 Iteration 37Q: 3 clusters Score -3763704 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 89332 members Entering Unmasked Estep Score: -3763709.250000 Penalty: 1038.118652 Iteration 38Q: 3 clusters Score -3763709 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 89345 members Entering Unmasked Estep Score: -3763712.750000 Penalty: 1038.118652 Iteration 39Q: 3 clusters Score -3763713 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 89359 members Entering Unmasked Estep Score: -3763722.500000 Penalty: 1038.118652 Iteration 40F: 3 clusters Score -3763722 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 89374 members Entering Unmasked Estep Score: -3763723.500000 Penalty: 1038.118652 Iteration 41Q: 3 clusters Score -3763724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 89391 members Entering Unmasked Estep Score: -3763723.000000 Penalty: 1038.118652 Iteration 42Q: 3 clusters Score -3763723 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 89405 members Entering Unmasked Estep Score: -3763728.000000 Penalty: 1038.118652 Iteration 43Q: 3 clusters Score -3763728 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 89420 members Entering Unmasked Estep Score: -3763728.500000 Penalty: 1038.118652 Iteration 44Q: 3 clusters Score -3763728 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 89435 members Entering Unmasked Estep Score: -3763731.750000 Penalty: 1038.118652 Iteration 45Q: 3 clusters Score -3763732 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 89443 members Entering Unmasked Estep Score: -3763735.750000 Penalty: 1038.118652 Iteration 46Q: 3 clusters Score -3763736 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 89451 members Entering Unmasked Estep Score: -3763736.250000 Penalty: 1038.118652 Iteration 47Q: 3 clusters Score -3763736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 89455 members Entering Unmasked Estep Score: -3763738.250000 Penalty: 1038.118652 Iteration 48Q: 3 clusters Score -3763738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 89462 members Entering Unmasked Estep Score: -3763743.250000 Penalty: 1038.118652 Iteration 49Q: 3 clusters Score -3763743 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 89463 members Entering Unmasked Estep Score: -3763745.500000 Penalty: 1038.118652 Iteration 50Q: 3 clusters Score -3763746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 89464 members Entering Unmasked Estep Score: -3763745.500000 Penalty: 1038.118652 Iteration 51Q: 3 clusters Score -3763746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 89467 members Entering Unmasked Estep Score: -3763743.500000 Penalty: 1038.118652 Iteration 52Q: 3 clusters Score -3763744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 89468 members Entering Unmasked Estep Score: -3763742.000000 Penalty: 1038.118652 Iteration 53Q: 3 clusters Score -3763742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 89469 members Entering Unmasked Estep Score: -3763740.750000 Penalty: 1038.118652 Iteration 54Q: 3 clusters Score -3763741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 89473 members Entering Unmasked Estep Score: -3763740.250000 Penalty: 1038.118652 Iteration 55Q: 3 clusters Score -3763740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 89479 members Entering Unmasked Estep Score: -3763742.000000 Penalty: 1038.118652 Iteration 56Q: 3 clusters Score -3763742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 89484 members Entering Unmasked Estep Score: -3763745.500000 Penalty: 1038.118652 Iteration 57Q: 3 clusters Score -3763746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 89491 members Entering Unmasked Estep Score: -3763753.250000 Penalty: 1038.118652 Iteration 58Q: 3 clusters Score -3763753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 89497 members Entering Unmasked Estep Score: -3763751.500000 Penalty: 1038.118652 Iteration 59Q: 3 clusters Score -3763752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 89498 members Entering Unmasked Estep Score: -3763752.250000 Penalty: 1038.118652 Iteration 60F: 3 clusters Score -3763752 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Entering Unmasked Estep Score: -128742.492188 Penalty: 367.396515 Iteration 0F: 2 clusters Score -128742.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -126505.070312 Penalty: 734.793030 Iteration 0F: 3 clusters Score -126505.1 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -127310.273438 Penalty: 734.793030 Iteration 1F: 3 clusters Score -127310.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -127477.859375 Penalty: 734.793030 Iteration 2F: 3 clusters Score -127477.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -127631.312500 Penalty: 734.793030 Iteration 3F: 3 clusters Score -127631.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -127768.453125 Penalty: 734.793030 Iteration 4F: 3 clusters Score -127768.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -127881.445312 Penalty: 734.793030 Iteration 5F: 3 clusters Score -127881.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -127946.085938 Penalty: 734.793030 Iteration 6Q: 3 clusters Score -127946.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -128005.343750 Penalty: 734.793030 Iteration 7Q: 3 clusters Score -128005.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -128047.757812 Penalty: 734.793030 Iteration 8Q: 3 clusters Score -128047.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -128088.984375 Penalty: 734.793030 Iteration 9Q: 3 clusters Score -128089 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -128120.976562 Penalty: 734.793030 Iteration 10Q: 3 clusters Score -128121 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -128140.171875 Penalty: 734.793030 Iteration 11Q: 3 clusters Score -128140.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -128153.101562 Penalty: 734.793030 Iteration 12Q: 3 clusters Score -128153.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -128165.687500 Penalty: 734.793030 Iteration 13Q: 3 clusters Score -128165.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -128176.070312 Penalty: 734.793030 Iteration 14Q: 3 clusters Score -128176.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -128185.710938 Penalty: 734.793030 Iteration 15Q: 3 clusters Score -128185.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -128193.304688 Penalty: 734.793030 Iteration 16Q: 3 clusters Score -128193.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -128199.976562 Penalty: 734.793030 Iteration 17Q: 3 clusters Score -128200 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -128204.523438 Penalty: 734.793030 Iteration 18Q: 3 clusters Score -128204.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -128207.570312 Penalty: 734.793030 Iteration 19Q: 3 clusters Score -128207.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -128209.625000 Penalty: 734.793030 Iteration 20F: 3 clusters Score -128209.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -128210.984375 Penalty: 734.793030 Iteration 21Q: 3 clusters Score -128211 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -128211.984375 Penalty: 734.793030 Iteration 22Q: 3 clusters Score -128212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -128212.656250 Penalty: 734.793030 Iteration 23Q: 3 clusters Score -128212.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -128213.015625 Penalty: 734.793030 Iteration 24Q: 3 clusters Score -128213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -128213.289062 Penalty: 734.793030 Iteration 25Q: 3 clusters Score -128213.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -128213.843750 Penalty: 734.793030 Iteration 26Q: 3 clusters Score -128213.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -128213.843750 Penalty: 734.793030 Iteration 27F: 3 clusters Score -128213.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Entering Unmasked Estep Score: -209542.468750 Penalty: 389.044739 Iteration 0F: 2 clusters Score -209542.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -206028.359375 Penalty: 778.089478 Iteration 0F: 3 clusters Score -206028.4 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -207303.453125 Penalty: 778.089478 Iteration 1F: 3 clusters Score -207303.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -207455.640625 Penalty: 778.089478 Iteration 2F: 3 clusters Score -207455.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -207608.546875 Penalty: 778.089478 Iteration 3F: 3 clusters Score -207608.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -207771.406250 Penalty: 778.089478 Iteration 4F: 3 clusters Score -207771.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -207912.937500 Penalty: 778.089478 Iteration 5F: 3 clusters Score -207912.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -208048.203125 Penalty: 778.089478 Iteration 6F: 3 clusters Score -208048.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -208170.578125 Penalty: 778.089478 Iteration 7Q: 3 clusters Score -208170.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -208271.234375 Penalty: 778.089478 Iteration 8Q: 3 clusters Score -208271.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -208390.296875 Penalty: 778.089478 Iteration 9Q: 3 clusters Score -208390.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -208494.156250 Penalty: 778.089478 Iteration 10Q: 3 clusters Score -208494.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -208559.687500 Penalty: 778.089478 Iteration 11Q: 3 clusters Score -208559.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -208605.109375 Penalty: 778.089478 Iteration 12Q: 3 clusters Score -208605.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -208654.937500 Penalty: 778.089478 Iteration 13Q: 3 clusters Score -208654.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -208692.953125 Penalty: 778.089478 Iteration 14Q: 3 clusters Score -208693 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -208716.265625 Penalty: 778.089478 Iteration 15Q: 3 clusters Score -208716.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -208740.328125 Penalty: 778.089478 Iteration 16Q: 3 clusters Score -208740.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -208760.468750 Penalty: 778.089478 Iteration 17Q: 3 clusters Score -208760.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -208779.625000 Penalty: 778.089478 Iteration 18Q: 3 clusters Score -208779.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -208798.593750 Penalty: 778.089478 Iteration 19Q: 3 clusters Score -208798.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -208824.406250 Penalty: 778.089478 Iteration 20F: 3 clusters Score -208824.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -208850.312500 Penalty: 778.089478 Iteration 21Q: 3 clusters Score -208850.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -208883.546875 Penalty: 778.089478 Iteration 22Q: 3 clusters Score -208883.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -208917.421875 Penalty: 778.089478 Iteration 23Q: 3 clusters Score -208917.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -208952.031250 Penalty: 778.089478 Iteration 24Q: 3 clusters Score -208952 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -208973.843750 Penalty: 778.089478 Iteration 25Q: 3 clusters Score -208973.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -208993.125000 Penalty: 778.089478 Iteration 26Q: 3 clusters Score -208993.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -209014.781250 Penalty: 778.089478 Iteration 27Q: 3 clusters Score -209014.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -209038.796875 Penalty: 778.089478 Iteration 28Q: 3 clusters Score -209038.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -209064.046875 Penalty: 778.089478 Iteration 29Q: 3 clusters Score -209064 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -209089.031250 Penalty: 778.089478 Iteration 30Q: 3 clusters Score -209089 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -209111.546875 Penalty: 778.089478 Iteration 31Q: 3 clusters Score -209111.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -209128.703125 Penalty: 778.089478 Iteration 32Q: 3 clusters Score -209128.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -209147.453125 Penalty: 778.089478 Iteration 33Q: 3 clusters Score -209147.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -209161.859375 Penalty: 778.089478 Iteration 34Q: 3 clusters Score -209161.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -209175.906250 Penalty: 778.089478 Iteration 35Q: 3 clusters Score -209175.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -209185.937500 Penalty: 778.089478 Iteration 36Q: 3 clusters Score -209185.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -209191.046875 Penalty: 778.089478 Iteration 37Q: 3 clusters Score -209191 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -209197.359375 Penalty: 778.089478 Iteration 38Q: 3 clusters Score -209197.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -209201.359375 Penalty: 778.089478 Iteration 39Q: 3 clusters Score -209201.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -209205.765625 Penalty: 778.089478 Iteration 40F: 3 clusters Score -209205.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -209210.968750 Penalty: 778.089478 Iteration 41Q: 3 clusters Score -209211 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -209215.609375 Penalty: 778.089478 Iteration 42Q: 3 clusters Score -209215.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -209219.265625 Penalty: 778.089478 Iteration 43Q: 3 clusters Score -209219.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -209222.734375 Penalty: 778.089478 Iteration 44Q: 3 clusters Score -209222.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -209229.312500 Penalty: 778.089478 Iteration 45Q: 3 clusters Score -209229.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -209232.296875 Penalty: 778.089478 Iteration 46Q: 3 clusters Score -209232.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -209237.343750 Penalty: 778.089478 Iteration 47Q: 3 clusters Score -209237.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -209243.781250 Penalty: 778.089478 Iteration 48Q: 3 clusters Score -209243.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -209249.781250 Penalty: 778.089478 Iteration 49Q: 3 clusters Score -209249.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -209253.000000 Penalty: 778.089478 Iteration 50Q: 3 clusters Score -209253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -209254.328125 Penalty: 778.089478 Iteration 51Q: 3 clusters Score -209254.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -209256.421875 Penalty: 778.089478 Iteration 52Q: 3 clusters Score -209256.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -209258.078125 Penalty: 778.089478 Iteration 53Q: 3 clusters Score -209258.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -209259.515625 Penalty: 778.089478 Iteration 54Q: 3 clusters Score -209259.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -209261.546875 Penalty: 778.089478 Iteration 55Q: 3 clusters Score -209261.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -209263.328125 Penalty: 778.089478 Iteration 56Q: 3 clusters Score -209263.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -209266.093750 Penalty: 778.089478 Iteration 57Q: 3 clusters Score -209266.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -209267.187500 Penalty: 778.089478 Iteration 58Q: 3 clusters Score -209267.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -209267.625000 Penalty: 778.089478 Iteration 59Q: 3 clusters Score -209267.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -209267.718750 Penalty: 778.089478 Iteration 60F: 3 clusters Score -209267.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -209267.750000 Penalty: 778.089478 Iteration 61Q: 3 clusters Score -209267.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -209267.750000 Penalty: 778.089478 Iteration 62F: 3 clusters Score -209267.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (35121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35121 members Entering Unmasked Estep Score: -1411165.750000 Penalty: 476.228241 Iteration 0F: 2 clusters Score -1411166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -1387731.750000 Penalty: 952.456482 Iteration 0F: 3 clusters Score -1387732 nChanged 16857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18436 members Mstep: Class 2 contains 16685 members Entering Unmasked Estep Score: -1397839.000000 Penalty: 952.456482 Iteration 1F: 3 clusters Score -1397839 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -1398760.625000 Penalty: 952.456482 Iteration 2F: 3 clusters Score -1398761 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20505 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -1400308.750000 Penalty: 952.456482 Iteration 3F: 3 clusters Score -1400309 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22051 members Mstep: Class 2 contains 13070 members Entering Unmasked Estep Score: -1402520.375000 Penalty: 952.456482 Iteration 4F: 3 clusters Score -1402520 nChanged 2630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -1404877.125000 Penalty: 952.456482 Iteration 5F: 3 clusters Score -1404877 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24189 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -1406357.000000 Penalty: 952.456482 Iteration 6F: 3 clusters Score -1406357 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -1407053.625000 Penalty: 952.456482 Iteration 7Q: 3 clusters Score -1407054 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25094 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1407365.750000 Penalty: 952.456482 Iteration 8Q: 3 clusters Score -1407366 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25483 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1407605.875000 Penalty: 952.456482 Iteration 9Q: 3 clusters Score -1407606 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25875 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -1407821.000000 Penalty: 952.456482 Iteration 10Q: 3 clusters Score -1407821 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26244 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -1408018.000000 Penalty: 952.456482 Iteration 11Q: 3 clusters Score -1408018 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26570 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1408189.000000 Penalty: 952.456482 Iteration 12Q: 3 clusters Score -1408189 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26876 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -1408341.750000 Penalty: 952.456482 Iteration 13Q: 3 clusters Score -1408342 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27220 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -1408512.125000 Penalty: 952.456482 Iteration 14Q: 3 clusters Score -1408512 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27523 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -1408648.000000 Penalty: 952.456482 Iteration 15Q: 3 clusters Score -1408648 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27817 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -1408782.125000 Penalty: 952.456482 Iteration 16Q: 3 clusters Score -1408782 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28102 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1408903.750000 Penalty: 952.456482 Iteration 17Q: 3 clusters Score -1408904 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28372 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1409036.250000 Penalty: 952.456482 Iteration 18Q: 3 clusters Score -1409036 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28667 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -1409200.000000 Penalty: 952.456482 Iteration 19Q: 3 clusters Score -1409200 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28947 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1409323.875000 Penalty: 952.456482 Iteration 20F: 3 clusters Score -1409324 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29188 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1409439.750000 Penalty: 952.456482 Iteration 21Q: 3 clusters Score -1409440 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29425 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1409540.125000 Penalty: 952.456482 Iteration 22Q: 3 clusters Score -1409540 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29668 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1409646.375000 Penalty: 952.456482 Iteration 23Q: 3 clusters Score -1409646 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29906 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -1409735.625000 Penalty: 952.456482 Iteration 24Q: 3 clusters Score -1409736 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30145 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1409820.250000 Penalty: 952.456482 Iteration 25Q: 3 clusters Score -1409820 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30353 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1409893.000000 Penalty: 952.456482 Iteration 26Q: 3 clusters Score -1409893 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30540 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1409938.750000 Penalty: 952.456482 Iteration 27Q: 3 clusters Score -1409939 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30715 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1409990.500000 Penalty: 952.456482 Iteration 28Q: 3 clusters Score -1409990 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30891 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1410024.625000 Penalty: 952.456482 Iteration 29Q: 3 clusters Score -1410025 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31040 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1410066.375000 Penalty: 952.456482 Iteration 30Q: 3 clusters Score -1410066 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31184 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1410096.500000 Penalty: 952.456482 Iteration 31Q: 3 clusters Score -1410096 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31320 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1410122.250000 Penalty: 952.456482 Iteration 32Q: 3 clusters Score -1410122 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31439 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1410141.000000 Penalty: 952.456482 Iteration 33Q: 3 clusters Score -1410141 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31573 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1410168.750000 Penalty: 952.456482 Iteration 34Q: 3 clusters Score -1410169 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31691 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1410194.750000 Penalty: 952.456482 Iteration 35Q: 3 clusters Score -1410195 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31810 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1410215.375000 Penalty: 952.456482 Iteration 36Q: 3 clusters Score -1410215 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31930 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1410240.750000 Penalty: 952.456482 Iteration 37Q: 3 clusters Score -1410241 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32039 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1410261.875000 Penalty: 952.456482 Iteration 38Q: 3 clusters Score -1410262 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32138 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1410281.125000 Penalty: 952.456482 Iteration 39Q: 3 clusters Score -1410281 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32240 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1410299.875000 Penalty: 952.456482 Iteration 40F: 3 clusters Score -1410300 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32349 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1410328.250000 Penalty: 952.456482 Iteration 41Q: 3 clusters Score -1410328 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32456 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1410351.500000 Penalty: 952.456482 Iteration 42Q: 3 clusters Score -1410352 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32566 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -1410376.250000 Penalty: 952.456482 Iteration 43Q: 3 clusters Score -1410376 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32667 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1410396.500000 Penalty: 952.456482 Iteration 44Q: 3 clusters Score -1410396 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32761 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1410413.250000 Penalty: 952.456482 Iteration 45Q: 3 clusters Score -1410413 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32839 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1410420.625000 Penalty: 952.456482 Iteration 46Q: 3 clusters Score -1410421 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32917 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1410436.500000 Penalty: 952.456482 Iteration 47Q: 3 clusters Score -1410436 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33002 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1410447.500000 Penalty: 952.456482 Iteration 48Q: 3 clusters Score -1410448 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33066 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1410453.750000 Penalty: 952.456482 Iteration 49Q: 3 clusters Score -1410454 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33147 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1410474.500000 Penalty: 952.456482 Iteration 50Q: 3 clusters Score -1410474 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33212 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1410483.875000 Penalty: 952.456482 Iteration 51Q: 3 clusters Score -1410484 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33275 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1410498.625000 Penalty: 952.456482 Iteration 52Q: 3 clusters Score -1410499 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33346 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1410515.750000 Penalty: 952.456482 Iteration 53Q: 3 clusters Score -1410516 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33408 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1410528.875000 Penalty: 952.456482 Iteration 54Q: 3 clusters Score -1410529 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33467 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1410541.625000 Penalty: 952.456482 Iteration 55Q: 3 clusters Score -1410542 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33523 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1410545.625000 Penalty: 952.456482 Iteration 56Q: 3 clusters Score -1410546 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33571 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1410552.875000 Penalty: 952.456482 Iteration 57Q: 3 clusters Score -1410553 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33613 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1410562.000000 Penalty: 952.456482 Iteration 58Q: 3 clusters Score -1410562 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33663 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1410576.125000 Penalty: 952.456482 Iteration 59Q: 3 clusters Score -1410576 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33717 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1410591.125000 Penalty: 952.456482 Iteration 60F: 3 clusters Score -1410591 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33760 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1410602.000000 Penalty: 952.456482 Iteration 61Q: 3 clusters Score -1410602 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33803 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1410613.125000 Penalty: 952.456482 Iteration 62Q: 3 clusters Score -1410613 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33845 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1410622.250000 Penalty: 952.456482 Iteration 63Q: 3 clusters Score -1410622 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33893 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1410635.375000 Penalty: 952.456482 Iteration 64Q: 3 clusters Score -1410635 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33948 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1410642.875000 Penalty: 952.456482 Iteration 65Q: 3 clusters Score -1410643 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33994 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1410650.000000 Penalty: 952.456482 Iteration 66Q: 3 clusters Score -1410650 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34032 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1410659.250000 Penalty: 952.456482 Iteration 67Q: 3 clusters Score -1410659 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34062 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1410670.125000 Penalty: 952.456482 Iteration 68Q: 3 clusters Score -1410670 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34089 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1410674.625000 Penalty: 952.456482 Iteration 69Q: 3 clusters Score -1410675 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34116 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1410678.125000 Penalty: 952.456482 Iteration 70Q: 3 clusters Score -1410678 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34142 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1410684.250000 Penalty: 952.456482 Iteration 71Q: 3 clusters Score -1410684 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34160 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1410690.750000 Penalty: 952.456482 Iteration 72Q: 3 clusters Score -1410691 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34179 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1410693.000000 Penalty: 952.456482 Iteration 73Q: 3 clusters Score -1410693 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34204 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1410699.000000 Penalty: 952.456482 Iteration 74Q: 3 clusters Score -1410699 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34222 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1410703.875000 Penalty: 952.456482 Iteration 75Q: 3 clusters Score -1410704 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34239 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1410710.125000 Penalty: 952.456482 Iteration 76Q: 3 clusters Score -1410710 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34255 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1410709.500000 Penalty: 952.456482 Iteration 77Q: 3 clusters Score -1410710 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34271 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1410712.000000 Penalty: 952.456482 Iteration 78Q: 3 clusters Score -1410712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34293 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1410718.375000 Penalty: 952.456482 Iteration 79Q: 3 clusters Score -1410718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34307 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1410723.375000 Penalty: 952.456482 Iteration 80F: 3 clusters Score -1410723 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34317 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1410724.875000 Penalty: 952.456482 Iteration 81Q: 3 clusters Score -1410725 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34324 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1410727.375000 Penalty: 952.456482 Iteration 82Q: 3 clusters Score -1410727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34331 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1410726.875000 Penalty: 952.456482 Iteration 83Q: 3 clusters Score -1410727 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34340 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1410729.750000 Penalty: 952.456482 Iteration 84Q: 3 clusters Score -1410730 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34352 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1410731.875000 Penalty: 952.456482 Iteration 85Q: 3 clusters Score -1410732 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34365 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1410734.000000 Penalty: 952.456482 Iteration 86Q: 3 clusters Score -1410734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34380 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1410736.500000 Penalty: 952.456482 Iteration 87Q: 3 clusters Score -1410736 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34397 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1410742.125000 Penalty: 952.456482 Iteration 88Q: 3 clusters Score -1410742 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34423 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1410749.125000 Penalty: 952.456482 Iteration 89Q: 3 clusters Score -1410749 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34445 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1410754.250000 Penalty: 952.456482 Iteration 90Q: 3 clusters Score -1410754 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34461 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1410755.000000 Penalty: 952.456482 Iteration 91Q: 3 clusters Score -1410755 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34478 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -1410759.625000 Penalty: 952.456482 Iteration 92Q: 3 clusters Score -1410760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34489 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1410764.000000 Penalty: 952.456482 Iteration 93Q: 3 clusters Score -1410764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34498 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1410765.125000 Penalty: 952.456482 Iteration 94Q: 3 clusters Score -1410765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34501 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1410765.000000 Penalty: 952.456482 Iteration 95Q: 3 clusters Score -1410765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34500 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1410765.125000 Penalty: 952.456482 Iteration 96Q: 3 clusters Score -1410765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34501 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1410766.625000 Penalty: 952.456482 Iteration 97Q: 3 clusters Score -1410767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34502 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1410766.000000 Penalty: 952.456482 Iteration 98Q: 3 clusters Score -1410766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34505 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1410768.000000 Penalty: 952.456482 Iteration 99Q: 3 clusters Score -1410768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34506 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1410768.125000 Penalty: 952.456482 Iteration 100F: 3 clusters Score -1410768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1410767.500000 Penalty: 952.456482 Iteration 101Q: 3 clusters Score -1410768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1410767.500000 Penalty: 952.456482 Iteration 102F: 3 clusters Score -1410768 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Entering Unmasked Estep Score: -369895.031250 Penalty: 416.520599 Iteration 0F: 2 clusters Score -369895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -363595.875000 Penalty: 833.041199 Iteration 0F: 3 clusters Score -363595.9 nChanged 4390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -366143.593750 Penalty: 833.041199 Iteration 1F: 3 clusters Score -366143.6 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -366506.687500 Penalty: 833.041199 Iteration 2F: 3 clusters Score -366506.7 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -366886.281250 Penalty: 833.041199 Iteration 3F: 3 clusters Score -366886.3 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -367376.562500 Penalty: 833.041199 Iteration 4F: 3 clusters Score -367376.6 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -367982.500000 Penalty: 833.041199 Iteration 5F: 3 clusters Score -367982.5 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -368543.000000 Penalty: 833.041199 Iteration 6F: 3 clusters Score -368543 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -368934.406250 Penalty: 833.041199 Iteration 7Q: 3 clusters Score -368934.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -369165.937500 Penalty: 833.041199 Iteration 8Q: 3 clusters Score -369165.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -369268.343750 Penalty: 833.041199 Iteration 9Q: 3 clusters Score -369268.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -369325.250000 Penalty: 833.041199 Iteration 10Q: 3 clusters Score -369325.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -369370.343750 Penalty: 833.041199 Iteration 11Q: 3 clusters Score -369370.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -369415.406250 Penalty: 833.041199 Iteration 12Q: 3 clusters Score -369415.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -369452.718750 Penalty: 833.041199 Iteration 13Q: 3 clusters Score -369452.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -369481.343750 Penalty: 833.041199 Iteration 14Q: 3 clusters Score -369481.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -369531.906250 Penalty: 833.041199 Iteration 15Q: 3 clusters Score -369531.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -369555.406250 Penalty: 833.041199 Iteration 16Q: 3 clusters Score -369555.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -369573.875000 Penalty: 833.041199 Iteration 17Q: 3 clusters Score -369573.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -369583.687500 Penalty: 833.041199 Iteration 18Q: 3 clusters Score -369583.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -369588.375000 Penalty: 833.041199 Iteration 19Q: 3 clusters Score -369588.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -369594.281250 Penalty: 833.041199 Iteration 20F: 3 clusters Score -369594.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -369600.218750 Penalty: 833.041199 Iteration 21Q: 3 clusters Score -369600.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -369608.437500 Penalty: 833.041199 Iteration 22Q: 3 clusters Score -369608.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -369614.531250 Penalty: 833.041199 Iteration 23Q: 3 clusters Score -369614.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -369620.000000 Penalty: 833.041199 Iteration 24Q: 3 clusters Score -369620 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -369623.781250 Penalty: 833.041199 Iteration 25Q: 3 clusters Score -369623.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -369629.156250 Penalty: 833.041199 Iteration 26Q: 3 clusters Score -369629.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -369631.531250 Penalty: 833.041199 Iteration 27Q: 3 clusters Score -369631.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -369634.531250 Penalty: 833.041199 Iteration 28Q: 3 clusters Score -369634.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -369639.968750 Penalty: 833.041199 Iteration 29Q: 3 clusters Score -369640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -369643.281250 Penalty: 833.041199 Iteration 30Q: 3 clusters Score -369643.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -369643.656250 Penalty: 833.041199 Iteration 31Q: 3 clusters Score -369643.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -369645.437500 Penalty: 833.041199 Iteration 32Q: 3 clusters Score -369645.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -369647.687500 Penalty: 833.041199 Iteration 33Q: 3 clusters Score -369647.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -369651.531250 Penalty: 833.041199 Iteration 34Q: 3 clusters Score -369651.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -369655.593750 Penalty: 833.041199 Iteration 35Q: 3 clusters Score -369655.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -369657.468750 Penalty: 833.041199 Iteration 36Q: 3 clusters Score -369657.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -369659.218750 Penalty: 833.041199 Iteration 37Q: 3 clusters Score -369659.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -369660.031250 Penalty: 833.041199 Iteration 38Q: 3 clusters Score -369660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -369662.343750 Penalty: 833.041199 Iteration 39Q: 3 clusters Score -369662.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -369665.906250 Penalty: 833.041199 Iteration 40F: 3 clusters Score -369665.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -369670.968750 Penalty: 833.041199 Iteration 41Q: 3 clusters Score -369671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -369671.062500 Penalty: 833.041199 Iteration 42Q: 3 clusters Score -369671.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -369672.062500 Penalty: 833.041199 Iteration 43Q: 3 clusters Score -369672.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -369672.781250 Penalty: 833.041199 Iteration 44Q: 3 clusters Score -369672.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -369673.031250 Penalty: 833.041199 Iteration 45Q: 3 clusters Score -369673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -369673.031250 Penalty: 833.041199 Iteration 46F: 3 clusters Score -369673 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Entering Unmasked Estep Score: -76381.835938 Penalty: 346.090637 Iteration 0F: 2 clusters Score -76381.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -74900.335938 Penalty: 692.181274 Iteration 0F: 3 clusters Score -74900.34 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -75451.625000 Penalty: 692.181274 Iteration 1F: 3 clusters Score -75451.62 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -75594.500000 Penalty: 692.181274 Iteration 2F: 3 clusters Score -75594.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -75736.148438 Penalty: 692.181274 Iteration 3F: 3 clusters Score -75736.15 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -75853.062500 Penalty: 692.181274 Iteration 4F: 3 clusters Score -75853.06 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -75949.328125 Penalty: 692.181274 Iteration 5F: 3 clusters Score -75949.33 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -76010.679688 Penalty: 692.181274 Iteration 6Q: 3 clusters Score -76010.68 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -76045.820312 Penalty: 692.181274 Iteration 7Q: 3 clusters Score -76045.82 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -76066.023438 Penalty: 692.181274 Iteration 8Q: 3 clusters Score -76066.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -76077.648438 Penalty: 692.181274 Iteration 9Q: 3 clusters Score -76077.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -76085.078125 Penalty: 692.181274 Iteration 10Q: 3 clusters Score -76085.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -76093.445312 Penalty: 692.181274 Iteration 11Q: 3 clusters Score -76093.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -76099.820312 Penalty: 692.181274 Iteration 12Q: 3 clusters Score -76099.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -76103.601562 Penalty: 692.181274 Iteration 13Q: 3 clusters Score -76103.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -76107.585938 Penalty: 692.181274 Iteration 14Q: 3 clusters Score -76107.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -76110.101562 Penalty: 692.181274 Iteration 15Q: 3 clusters Score -76110.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -76113.250000 Penalty: 692.181274 Iteration 16Q: 3 clusters Score -76113.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -76117.796875 Penalty: 692.181274 Iteration 17Q: 3 clusters Score -76117.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -76120.007812 Penalty: 692.181274 Iteration 18Q: 3 clusters Score -76120.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -76122.718750 Penalty: 692.181274 Iteration 19Q: 3 clusters Score -76122.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -76125.187500 Penalty: 692.181274 Iteration 20F: 3 clusters Score -76125.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -76126.359375 Penalty: 692.181274 Iteration 21Q: 3 clusters Score -76126.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -76127.296875 Penalty: 692.181274 Iteration 22Q: 3 clusters Score -76127.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -76128.187500 Penalty: 692.181274 Iteration 23Q: 3 clusters Score -76128.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -76130.148438 Penalty: 692.181274 Iteration 24Q: 3 clusters Score -76130.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -76132.601562 Penalty: 692.181274 Iteration 25Q: 3 clusters Score -76132.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -76135.859375 Penalty: 692.181274 Iteration 26Q: 3 clusters Score -76135.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -76141.445312 Penalty: 692.181274 Iteration 27Q: 3 clusters Score -76141.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -76152.195312 Penalty: 692.181274 Iteration 28Q: 3 clusters Score -76152.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -76157.132812 Penalty: 692.181274 Iteration 29Q: 3 clusters Score -76157.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -76161.054688 Penalty: 692.181274 Iteration 30Q: 3 clusters Score -76161.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -76164.585938 Penalty: 692.181274 Iteration 31Q: 3 clusters Score -76164.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -76169.937500 Penalty: 692.181274 Iteration 32Q: 3 clusters Score -76169.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -76173.601562 Penalty: 692.181274 Iteration 33Q: 3 clusters Score -76173.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -76175.398438 Penalty: 692.181274 Iteration 34Q: 3 clusters Score -76175.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -76177.648438 Penalty: 692.181274 Iteration 35Q: 3 clusters Score -76177.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -76179.382812 Penalty: 692.181274 Iteration 36Q: 3 clusters Score -76179.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -76180.640625 Penalty: 692.181274 Iteration 37Q: 3 clusters Score -76180.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -76181.648438 Penalty: 692.181274 Iteration 38Q: 3 clusters Score -76181.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -76182.351562 Penalty: 692.181274 Iteration 39Q: 3 clusters Score -76182.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -76182.351562 Penalty: 692.181274 Iteration 40F: 3 clusters Score -76182.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (57218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57218 members Entering Unmasked Estep Score: -2243567.500000 Penalty: 498.435394 Iteration 0F: 2 clusters Score -2243568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28667 members Mstep: Class 2 contains 28551 members Entering Unmasked Estep Score: -2205077.750000 Penalty: 996.870789 Iteration 0F: 3 clusters Score -2205078 nChanged 27857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30874 members Mstep: Class 2 contains 26344 members Entering Unmasked Estep Score: -2222385.000000 Penalty: 996.870789 Iteration 1F: 3 clusters Score -2222385 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32360 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -2223520.250000 Penalty: 996.870789 Iteration 2Q: 3 clusters Score -2223520 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34425 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -2225220.250000 Penalty: 996.870789 Iteration 3F: 3 clusters Score -2225220 nChanged 3553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37116 members Mstep: Class 2 contains 20102 members Entering Unmasked Estep Score: -2227950.000000 Penalty: 996.870789 Iteration 4F: 3 clusters Score -2227950 nChanged 3690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39914 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -2231344.000000 Penalty: 996.870789 Iteration 5F: 3 clusters Score -2231344 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42246 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -2234425.250000 Penalty: 996.870789 Iteration 6F: 3 clusters Score -2234425 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43947 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -2236352.750000 Penalty: 996.870789 Iteration 7Q: 3 clusters Score -2236353 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45378 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -2237545.500000 Penalty: 996.870789 Iteration 8Q: 3 clusters Score -2237546 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46653 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -2238254.000000 Penalty: 996.870789 Iteration 9Q: 3 clusters Score -2238254 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47782 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -2238795.250000 Penalty: 996.870789 Iteration 10Q: 3 clusters Score -2238795 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48849 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -2239286.000000 Penalty: 996.870789 Iteration 11Q: 3 clusters Score -2239286 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49878 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -2239766.000000 Penalty: 996.870789 Iteration 12Q: 3 clusters Score -2239766 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50824 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -2240224.000000 Penalty: 996.870789 Iteration 13Q: 3 clusters Score -2240224 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51693 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -2240649.000000 Penalty: 996.870789 Iteration 14Q: 3 clusters Score -2240649 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52515 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -2241080.750000 Penalty: 996.870789 Iteration 15Q: 3 clusters Score -2241081 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53223 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2241449.250000 Penalty: 996.870789 Iteration 16Q: 3 clusters Score -2241449 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53869 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -2241780.750000 Penalty: 996.870789 Iteration 17Q: 3 clusters Score -2241781 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54435 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -2242067.000000 Penalty: 996.870789 Iteration 18Q: 3 clusters Score -2242067 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54896 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -2242287.000000 Penalty: 996.870789 Iteration 19Q: 3 clusters Score -2242287 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55265 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -2242462.000000 Penalty: 996.870789 Iteration 20F: 3 clusters Score -2242462 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55585 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -2242609.750000 Penalty: 996.870789 Iteration 21Q: 3 clusters Score -2242610 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55838 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -2242720.250000 Penalty: 996.870789 Iteration 22Q: 3 clusters Score -2242720 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56056 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -2242820.750000 Penalty: 996.870789 Iteration 23Q: 3 clusters Score -2242821 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56219 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2242898.500000 Penalty: 996.870789 Iteration 24Q: 3 clusters Score -2242898 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56361 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -2242972.750000 Penalty: 996.870789 Iteration 25Q: 3 clusters Score -2242973 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56468 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -2243014.500000 Penalty: 996.870789 Iteration 26Q: 3 clusters Score -2243014 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56546 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -2243045.500000 Penalty: 996.870789 Iteration 27Q: 3 clusters Score -2243046 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56596 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -2243059.750000 Penalty: 996.870789 Iteration 28Q: 3 clusters Score -2243060 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56632 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -2243070.500000 Penalty: 996.870789 Iteration 29Q: 3 clusters Score -2243070 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56669 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -2243087.750000 Penalty: 996.870789 Iteration 30Q: 3 clusters Score -2243088 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56693 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -2243095.000000 Penalty: 996.870789 Iteration 31Q: 3 clusters Score -2243095 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56714 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -2243102.250000 Penalty: 996.870789 Iteration 32Q: 3 clusters Score -2243102 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56730 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -2243111.500000 Penalty: 996.870789 Iteration 33Q: 3 clusters Score -2243112 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56751 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -2243115.750000 Penalty: 996.870789 Iteration 34Q: 3 clusters Score -2243116 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56767 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -2243118.250000 Penalty: 996.870789 Iteration 35Q: 3 clusters Score -2243118 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56788 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -2243121.250000 Penalty: 996.870789 Iteration 36Q: 3 clusters Score -2243121 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56807 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -2243129.250000 Penalty: 996.870789 Iteration 37Q: 3 clusters Score -2243129 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56825 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -2243139.250000 Penalty: 996.870789 Iteration 38Q: 3 clusters Score -2243139 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56846 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -2243145.750000 Penalty: 996.870789 Iteration 39Q: 3 clusters Score -2243146 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56863 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -2243155.750000 Penalty: 996.870789 Iteration 40F: 3 clusters Score -2243156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56878 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -2243156.750000 Penalty: 996.870789 Iteration 41Q: 3 clusters Score -2243157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56891 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -2243163.500000 Penalty: 996.870789 Iteration 42Q: 3 clusters Score -2243164 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56906 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -2243166.750000 Penalty: 996.870789 Iteration 43Q: 3 clusters Score -2243167 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56917 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -2243173.250000 Penalty: 996.870789 Iteration 44Q: 3 clusters Score -2243173 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56929 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -2243176.750000 Penalty: 996.870789 Iteration 45Q: 3 clusters Score -2243177 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56938 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -2243178.750000 Penalty: 996.870789 Iteration 46Q: 3 clusters Score -2243179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56938 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -2243179.750000 Penalty: 996.870789 Iteration 47Q: 3 clusters Score -2243180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56938 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -2243179.500000 Penalty: 996.870789 Iteration 48Q: 3 clusters Score -2243180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56940 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -2243181.000000 Penalty: 996.870789 Iteration 49Q: 3 clusters Score -2243181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56941 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -2243182.000000 Penalty: 996.870789 Iteration 50Q: 3 clusters Score -2243182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56943 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2243181.250000 Penalty: 996.870789 Iteration 51Q: 3 clusters Score -2243181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56943 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2243181.250000 Penalty: 996.870789 Iteration 52F: 3 clusters Score -2243181 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (17584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17584 members Entering Unmasked Estep Score: -704601.000000 Penalty: 444.750885 Iteration 0F: 2 clusters Score -704601 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -692892.375000 Penalty: 889.501770 Iteration 0F: 3 clusters Score -692892.4 nChanged 8257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -697932.375000 Penalty: 889.501770 Iteration 1F: 3 clusters Score -697932.4 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -698460.687500 Penalty: 889.501770 Iteration 2F: 3 clusters Score -698460.7 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -699246.375000 Penalty: 889.501770 Iteration 3F: 3 clusters Score -699246.4 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -700182.437500 Penalty: 889.501770 Iteration 4F: 3 clusters Score -700182.4 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -701061.187500 Penalty: 889.501770 Iteration 5F: 3 clusters Score -701061.2 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -701728.812500 Penalty: 889.501770 Iteration 6F: 3 clusters Score -701728.8 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -702169.687500 Penalty: 889.501770 Iteration 7Q: 3 clusters Score -702169.7 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -702376.375000 Penalty: 889.501770 Iteration 8Q: 3 clusters Score -702376.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -702496.500000 Penalty: 889.501770 Iteration 9Q: 3 clusters Score -702496.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -702566.562500 Penalty: 889.501770 Iteration 10Q: 3 clusters Score -702566.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -702614.875000 Penalty: 889.501770 Iteration 11Q: 3 clusters Score -702614.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -702650.937500 Penalty: 889.501770 Iteration 12Q: 3 clusters Score -702650.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -702674.812500 Penalty: 889.501770 Iteration 13Q: 3 clusters Score -702674.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -702696.562500 Penalty: 889.501770 Iteration 14Q: 3 clusters Score -702696.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -702715.500000 Penalty: 889.501770 Iteration 15Q: 3 clusters Score -702715.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -702728.187500 Penalty: 889.501770 Iteration 16Q: 3 clusters Score -702728.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -702740.687500 Penalty: 889.501770 Iteration 17Q: 3 clusters Score -702740.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -702747.500000 Penalty: 889.501770 Iteration 18Q: 3 clusters Score -702747.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -702755.875000 Penalty: 889.501770 Iteration 19Q: 3 clusters Score -702755.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -702759.812500 Penalty: 889.501770 Iteration 20F: 3 clusters Score -702759.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -702766.375000 Penalty: 889.501770 Iteration 21Q: 3 clusters Score -702766.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -702772.937500 Penalty: 889.501770 Iteration 22Q: 3 clusters Score -702772.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -702777.625000 Penalty: 889.501770 Iteration 23Q: 3 clusters Score -702777.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -702780.875000 Penalty: 889.501770 Iteration 24Q: 3 clusters Score -702780.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -702789.375000 Penalty: 889.501770 Iteration 25Q: 3 clusters Score -702789.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -702797.750000 Penalty: 889.501770 Iteration 26Q: 3 clusters Score -702797.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -702803.500000 Penalty: 889.501770 Iteration 27Q: 3 clusters Score -702803.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -702809.812500 Penalty: 889.501770 Iteration 28Q: 3 clusters Score -702809.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -702817.875000 Penalty: 889.501770 Iteration 29Q: 3 clusters Score -702817.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -702825.562500 Penalty: 889.501770 Iteration 30Q: 3 clusters Score -702825.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -702829.937500 Penalty: 889.501770 Iteration 31Q: 3 clusters Score -702829.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -702835.937500 Penalty: 889.501770 Iteration 32Q: 3 clusters Score -702835.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -702846.937500 Penalty: 889.501770 Iteration 33Q: 3 clusters Score -702846.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -702851.500000 Penalty: 889.501770 Iteration 34Q: 3 clusters Score -702851.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -702859.000000 Penalty: 889.501770 Iteration 35Q: 3 clusters Score -702859 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -702866.875000 Penalty: 889.501770 Iteration 36Q: 3 clusters Score -702866.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -702871.562500 Penalty: 889.501770 Iteration 37Q: 3 clusters Score -702871.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -702872.875000 Penalty: 889.501770 Iteration 38Q: 3 clusters Score -702872.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -702880.125000 Penalty: 889.501770 Iteration 39Q: 3 clusters Score -702880.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -702885.562500 Penalty: 889.501770 Iteration 40F: 3 clusters Score -702885.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -702888.625000 Penalty: 889.501770 Iteration 41Q: 3 clusters Score -702888.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -702890.250000 Penalty: 889.501770 Iteration 42Q: 3 clusters Score -702890.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 10570 members Entering Unmasked Estep Score: -702895.062500 Penalty: 889.501770 Iteration 43Q: 3 clusters Score -702895.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -702896.937500 Penalty: 889.501770 Iteration 44Q: 3 clusters Score -702896.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 10658 members Entering Unmasked Estep Score: -702900.125000 Penalty: 889.501770 Iteration 45Q: 3 clusters Score -702900.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 10699 members Entering Unmasked Estep Score: -702905.062500 Penalty: 889.501770 Iteration 46Q: 3 clusters Score -702905.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -702906.062500 Penalty: 889.501770 Iteration 47Q: 3 clusters Score -702906.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -702911.312500 Penalty: 889.501770 Iteration 48Q: 3 clusters Score -702911.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -702912.500000 Penalty: 889.501770 Iteration 49Q: 3 clusters Score -702912.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -702913.500000 Penalty: 889.501770 Iteration 50Q: 3 clusters Score -702913.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 10895 members Entering Unmasked Estep Score: -702913.687500 Penalty: 889.501770 Iteration 51Q: 3 clusters Score -702913.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -702915.500000 Penalty: 889.501770 Iteration 52Q: 3 clusters Score -702915.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -702917.000000 Penalty: 889.501770 Iteration 53Q: 3 clusters Score -702917 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -702920.000000 Penalty: 889.501770 Iteration 54Q: 3 clusters Score -702920 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -702920.750000 Penalty: 889.501770 Iteration 55Q: 3 clusters Score -702920.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -702923.937500 Penalty: 889.501770 Iteration 56Q: 3 clusters Score -702923.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -702925.750000 Penalty: 889.501770 Iteration 57Q: 3 clusters Score -702925.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 11154 members Entering Unmasked Estep Score: -702929.062500 Penalty: 889.501770 Iteration 58Q: 3 clusters Score -702929.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 11195 members Entering Unmasked Estep Score: -702929.812500 Penalty: 889.501770 Iteration 59Q: 3 clusters Score -702929.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -702931.312500 Penalty: 889.501770 Iteration 60F: 3 clusters Score -702931.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -702936.437500 Penalty: 889.501770 Iteration 61Q: 3 clusters Score -702936.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -702939.875000 Penalty: 889.501770 Iteration 62Q: 3 clusters Score -702939.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -702949.500000 Penalty: 889.501770 Iteration 63Q: 3 clusters Score -702949.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -702960.750000 Penalty: 889.501770 Iteration 64Q: 3 clusters Score -702960.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -702967.375000 Penalty: 889.501770 Iteration 65Q: 3 clusters Score -702967.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -702983.312500 Penalty: 889.501770 Iteration 66Q: 3 clusters Score -702983.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -702993.875000 Penalty: 889.501770 Iteration 67Q: 3 clusters Score -702993.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -703003.250000 Penalty: 889.501770 Iteration 68Q: 3 clusters Score -703003.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -703011.500000 Penalty: 889.501770 Iteration 69Q: 3 clusters Score -703011.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -703024.312500 Penalty: 889.501770 Iteration 70Q: 3 clusters Score -703024.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -703035.812500 Penalty: 889.501770 Iteration 71Q: 3 clusters Score -703035.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -703054.125000 Penalty: 889.501770 Iteration 72Q: 3 clusters Score -703054.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -703075.000000 Penalty: 889.501770 Iteration 73Q: 3 clusters Score -703075 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -703095.312500 Penalty: 889.501770 Iteration 74Q: 3 clusters Score -703095.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -703119.125000 Penalty: 889.501770 Iteration 75Q: 3 clusters Score -703119.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 12847 members Entering Unmasked Estep Score: -703134.562500 Penalty: 889.501770 Iteration 76Q: 3 clusters Score -703134.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -703161.937500 Penalty: 889.501770 Iteration 77Q: 3 clusters Score -703161.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 13150 members Entering Unmasked Estep Score: -703189.187500 Penalty: 889.501770 Iteration 78Q: 3 clusters Score -703189.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -703218.250000 Penalty: 889.501770 Iteration 79Q: 3 clusters Score -703218.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 13464 members Entering Unmasked Estep Score: -703245.812500 Penalty: 889.501770 Iteration 80F: 3 clusters Score -703245.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -703280.937500 Penalty: 889.501770 Iteration 81Q: 3 clusters Score -703280.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -703312.625000 Penalty: 889.501770 Iteration 82Q: 3 clusters 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86Q: 3 clusters Score -703454.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 14574 members Entering Unmasked Estep Score: -703492.187500 Penalty: 889.501770 Iteration 87Q: 3 clusters Score -703492.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -703545.000000 Penalty: 889.501770 Iteration 88Q: 3 clusters Score -703545 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -703596.437500 Penalty: 889.501770 Iteration 89Q: 3 clusters Score -703596.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -703651.000000 Penalty: 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Unmasked Estep Score: -704190.250000 Penalty: 889.501770 Iteration 98Q: 3 clusters Score -704190.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 16453 members Entering Unmasked Estep Score: -704229.187500 Penalty: 889.501770 Iteration 99Q: 3 clusters Score -704229.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -704268.437500 Penalty: 889.501770 Iteration 100F: 3 clusters Score -704268.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 16596 members Entering Unmasked Estep Score: -704298.375000 Penalty: 889.501770 Iteration 101Q: 3 clusters Score -704298.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -704324.375000 Penalty: 889.501770 Iteration 102Q: 3 clusters Score -704324.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 16700 members Entering Unmasked Estep Score: -704346.250000 Penalty: 889.501770 Iteration 103Q: 3 clusters Score -704346.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 16735 members Entering Unmasked Estep Score: -704362.187500 Penalty: 889.501770 Iteration 104Q: 3 clusters Score -704362.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 16759 members Entering Unmasked Estep Score: -704365.625000 Penalty: 889.501770 Iteration 105Q: 3 clusters Score -704365.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -704367.562500 Penalty: 889.501770 Iteration 106Q: 3 clusters Score -704367.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -704371.687500 Penalty: 889.501770 Iteration 107Q: 3 clusters Score -704371.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -704374.812500 Penalty: 889.501770 Iteration 108Q: 3 clusters Score -704374.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -704375.750000 Penalty: 889.501770 Iteration 109Q: 3 clusters Score -704375.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -704376.875000 Penalty: 889.501770 Iteration 110Q: 3 clusters Score -704376.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -704376.875000 Penalty: 889.501770 Iteration 111Q: 3 clusters Score -704376.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 16805 members Entering Unmasked Estep Score: -704377.125000 Penalty: 889.501770 Iteration 112Q: 3 clusters Score -704377.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -704378.125000 Penalty: 889.501770 Iteration 113Q: 3 clusters Score -704378.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -704377.562500 Penalty: 889.501770 Iteration 114Q: 3 clusters Score -704377.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -704378.125000 Penalty: 889.501770 Iteration 115Q: 3 clusters Score -704378.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -704378.812500 Penalty: 889.501770 Iteration 116Q: 3 clusters Score -704378.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -704378.437500 Penalty: 889.501770 Iteration 117Q: 3 clusters Score -704378.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -704379.125000 Penalty: 889.501770 Iteration 118Q: 3 clusters Score -704379.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -704378.750000 Penalty: 889.501770 Iteration 119Q: 3 clusters Score -704378.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -704378.750000 Penalty: 889.501770 Iteration 120F: 3 clusters Score -704378.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Entering Unmasked Estep Score: -17465.710938 Penalty: 299.355927 Iteration 0F: 2 clusters Score -17465.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -16869.451172 Penalty: 598.711853 Iteration 0F: 3 clusters Score -16869.45 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -17339.535156 Penalty: 598.711853 Iteration 1F: 3 clusters Score -17339.54 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -17447.089844 Penalty: 598.711853 Iteration 2F: 3 clusters Score -17447.09 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -17505.837891 Penalty: 598.711853 Iteration 3F: 3 clusters Score -17505.84 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -17532.707031 Penalty: 598.711853 Iteration 4F: 3 clusters Score -17532.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -17546.523438 Penalty: 598.711853 Iteration 5Q: 3 clusters Score -17546.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -17566.960938 Penalty: 598.711853 Iteration 6Q: 3 clusters Score -17566.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -17599.914062 Penalty: 598.711853 Iteration 7Q: 3 clusters Score -17599.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -17620.656250 Penalty: 598.711853 Iteration 8Q: 3 clusters Score -17620.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -17635.957031 Penalty: 598.711853 Iteration 9Q: 3 clusters Score -17635.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -17644.742188 Penalty: 598.711853 Iteration 10Q: 3 clusters Score -17644.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -17656.298828 Penalty: 598.711853 Iteration 11Q: 3 clusters Score -17656.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -17666.564453 Penalty: 598.711853 Iteration 12Q: 3 clusters Score -17666.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -17671.205078 Penalty: 598.711853 Iteration 13Q: 3 clusters Score -17671.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -17674.689453 Penalty: 598.711853 Iteration 14Q: 3 clusters Score -17674.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -17678.812500 Penalty: 598.711853 Iteration 15Q: 3 clusters Score -17678.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -17681.103516 Penalty: 598.711853 Iteration 16Q: 3 clusters Score -17681.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -17683.632812 Penalty: 598.711853 Iteration 17Q: 3 clusters Score -17683.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -17685.505859 Penalty: 598.711853 Iteration 18Q: 3 clusters Score -17685.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -17687.011719 Penalty: 598.711853 Iteration 19Q: 3 clusters Score -17687.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -17688.935547 Penalty: 598.711853 Iteration 20F: 3 clusters Score -17688.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -17690.656250 Penalty: 598.711853 Iteration 21Q: 3 clusters Score -17690.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -17690.656250 Penalty: 598.711853 Iteration 22F: 3 clusters Score -17690.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 1201 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Mstep: Class 35 contains 113 members Entering Unmasked Estep Score: -14461398.000000 Penalty: 20517.943359 Splitting cluster 15 changes total score from -14460056.000000 to -14461398.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 16 (33352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33352 members Entering Unmasked Estep Score: -1314828.250000 Penalty: 473.876740 Iteration 0F: 2 clusters Score -1314828 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 16690 members Entering Unmasked Estep Score: -1292619.375000 Penalty: 947.753479 Iteration 0F: 3 clusters Score -1292619 nChanged 15951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14577 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -1302674.500000 Penalty: 947.753479 Iteration 1F: 3 clusters Score -1302674 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 20065 members Entering Unmasked Estep Score: -1303653.125000 Penalty: 947.753479 Iteration 2F: 3 clusters Score -1303653 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 21674 members Entering Unmasked Estep Score: -1304898.875000 Penalty: 947.753479 Iteration 3F: 3 clusters Score -1304899 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -1306522.750000 Penalty: 947.753479 Iteration 4F: 3 clusters Score -1306523 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 25667 members Entering Unmasked Estep Score: -1308420.875000 Penalty: 947.753479 Iteration 5F: 3 clusters Score -1308421 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 27624 members Entering Unmasked Estep Score: -1310240.375000 Penalty: 947.753479 Iteration 6F: 3 clusters Score -1310240 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 29255 members Entering Unmasked Estep Score: -1311748.500000 Penalty: 947.753479 Iteration 7Q: 3 clusters Score -1311748 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 30444 members Entering Unmasked Estep Score: -1312772.875000 Penalty: 947.753479 Iteration 8Q: 3 clusters Score -1312773 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 31174 members Entering Unmasked Estep Score: -1313341.375000 Penalty: 947.753479 Iteration 9Q: 3 clusters Score -1313341 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 31691 members Entering Unmasked Estep Score: -1313719.125000 Penalty: 947.753479 Iteration 10Q: 3 clusters Score -1313719 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 32052 members Entering Unmasked Estep Score: -1313977.500000 Penalty: 947.753479 Iteration 11Q: 3 clusters Score -1313978 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 32293 members Entering Unmasked Estep Score: -1314118.500000 Penalty: 947.753479 Iteration 12Q: 3 clusters Score -1314118 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 32463 members Entering Unmasked Estep Score: -1314203.375000 Penalty: 947.753479 Iteration 13Q: 3 clusters Score -1314203 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 32579 members Entering Unmasked Estep Score: -1314249.750000 Penalty: 947.753479 Iteration 14Q: 3 clusters Score -1314250 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -1314282.750000 Penalty: 947.753479 Iteration 15Q: 3 clusters Score -1314283 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 32755 members Entering Unmasked Estep Score: -1314323.000000 Penalty: 947.753479 Iteration 16Q: 3 clusters Score -1314323 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 32818 members Entering Unmasked Estep Score: -1314349.000000 Penalty: 947.753479 Iteration 17Q: 3 clusters Score -1314349 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 32854 members Entering Unmasked Estep Score: -1314364.125000 Penalty: 947.753479 Iteration 18Q: 3 clusters Score -1314364 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -1314382.375000 Penalty: 947.753479 Iteration 19Q: 3 clusters Score -1314382 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 32912 members Entering Unmasked Estep Score: -1314397.375000 Penalty: 947.753479 Iteration 20F: 3 clusters Score -1314397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 32923 members Entering Unmasked Estep Score: -1314413.125000 Penalty: 947.753479 Iteration 21Q: 3 clusters Score -1314413 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 32935 members Entering Unmasked Estep Score: -1314425.250000 Penalty: 947.753479 Iteration 22Q: 3 clusters Score -1314425 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 32944 members Entering Unmasked Estep Score: -1314435.875000 Penalty: 947.753479 Iteration 23Q: 3 clusters Score -1314436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 32953 members Entering Unmasked Estep Score: -1314442.750000 Penalty: 947.753479 Iteration 24Q: 3 clusters Score -1314443 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 32963 members Entering Unmasked Estep Score: -1314448.000000 Penalty: 947.753479 Iteration 25Q: 3 clusters Score -1314448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 32976 members Entering Unmasked Estep Score: -1314460.125000 Penalty: 947.753479 Iteration 26Q: 3 clusters Score -1314460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 32987 members Entering Unmasked Estep Score: -1314475.750000 Penalty: 947.753479 Iteration 27Q: 3 clusters Score -1314476 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 32998 members Entering Unmasked Estep Score: -1314480.625000 Penalty: 947.753479 Iteration 28Q: 3 clusters Score -1314481 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 33006 members Entering Unmasked Estep Score: -1314483.875000 Penalty: 947.753479 Iteration 29Q: 3 clusters Score -1314484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 33013 members Entering Unmasked Estep Score: -1314486.375000 Penalty: 947.753479 Iteration 30Q: 3 clusters Score -1314486 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 33020 members Entering Unmasked Estep Score: -1314488.875000 Penalty: 947.753479 Iteration 31Q: 3 clusters Score -1314489 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 33023 members Entering Unmasked Estep Score: -1314490.625000 Penalty: 947.753479 Iteration 32Q: 3 clusters Score -1314491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 33023 members Entering Unmasked Estep Score: -1314490.125000 Penalty: 947.753479 Iteration 33Q: 3 clusters Score -1314490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 33024 members Entering Unmasked Estep Score: -1314489.750000 Penalty: 947.753479 Iteration 34Q: 3 clusters Score -1314490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 33025 members Entering Unmasked Estep Score: -1314489.500000 Penalty: 947.753479 Iteration 35Q: 3 clusters Score -1314490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 33027 members Entering Unmasked Estep Score: -1314489.875000 Penalty: 947.753479 Iteration 36Q: 3 clusters Score -1314490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -1314491.125000 Penalty: 947.753479 Iteration 37Q: 3 clusters Score -1314491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -1314491.500000 Penalty: 947.753479 Iteration 38Q: 3 clusters Score -1314492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 33031 members Entering Unmasked Estep Score: -1314492.125000 Penalty: 947.753479 Iteration 39Q: 3 clusters Score -1314492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 33032 members Entering Unmasked Estep Score: -1314491.750000 Penalty: 947.753479 Iteration 40F: 3 clusters Score -1314492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 33034 members Entering Unmasked Estep Score: -1314493.625000 Penalty: 947.753479 Iteration 41Q: 3 clusters Score -1314494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 33035 members Entering Unmasked Estep Score: -1314493.625000 Penalty: 947.753479 Iteration 42Q: 3 clusters Score -1314494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 33036 members Entering Unmasked Estep Score: -1314493.875000 Penalty: 947.753479 Iteration 43Q: 3 clusters Score -1314494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 33036 members Entering Unmasked Estep Score: -1314493.875000 Penalty: 947.753479 Iteration 44F: 3 clusters Score -1314494 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Entering Unmasked Estep Score: -45101.855469 Penalty: 322.636414 Iteration 0F: 2 clusters Score -45101.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -44198.656250 Penalty: 645.272827 Iteration 0F: 3 clusters Score -44198.66 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -44567.105469 Penalty: 645.272827 Iteration 1F: 3 clusters Score -44567.11 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -44736.691406 Penalty: 645.272827 Iteration 2F: 3 clusters Score -44736.69 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -44883.058594 Penalty: 645.272827 Iteration 3F: 3 clusters Score -44883.06 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -44984.664062 Penalty: 645.272827 Iteration 4F: 3 clusters Score -44984.66 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -45064.156250 Penalty: 645.272827 Iteration 5F: 3 clusters Score -45064.16 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -45153.304688 Penalty: 645.272827 Iteration 6F: 3 clusters Score -45153.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -45246.500000 Penalty: 645.272827 Iteration 7F: 3 clusters Score -45246.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -45316.468750 Penalty: 645.272827 Iteration 8Q: 3 clusters Score -45316.47 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -45379.878906 Penalty: 645.272827 Iteration 9Q: 3 clusters Score -45379.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -45422.500000 Penalty: 645.272827 Iteration 10Q: 3 clusters Score -45422.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -45440.941406 Penalty: 645.272827 Iteration 11Q: 3 clusters Score -45440.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -45455.914062 Penalty: 645.272827 Iteration 12Q: 3 clusters Score -45455.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -45463.324219 Penalty: 645.272827 Iteration 13Q: 3 clusters Score -45463.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -45465.609375 Penalty: 645.272827 Iteration 14Q: 3 clusters Score -45465.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -45470.816406 Penalty: 645.272827 Iteration 15Q: 3 clusters Score -45470.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -45474.601562 Penalty: 645.272827 Iteration 16Q: 3 clusters Score -45474.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -45481.953125 Penalty: 645.272827 Iteration 17Q: 3 clusters Score -45481.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -45485.203125 Penalty: 645.272827 Iteration 18Q: 3 clusters Score -45485.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -45490.031250 Penalty: 645.272827 Iteration 19Q: 3 clusters Score -45490.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -45493.500000 Penalty: 645.272827 Iteration 20F: 3 clusters Score -45493.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -45495.480469 Penalty: 645.272827 Iteration 21Q: 3 clusters Score -45495.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -45495.664062 Penalty: 645.272827 Iteration 22Q: 3 clusters Score -45495.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -45495.664062 Penalty: 645.272827 Iteration 23F: 3 clusters Score -45495.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 284 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Mstep: Class 35 contains 113 members Mstep: Class 36 contains 472 members Entering Unmasked Estep Score: -14461519.000000 Penalty: 21104.169922 Splitting cluster 17 changes total score from -14460056.000000 to -14461519.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 18 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -29509.736328 Penalty: 302.528778 Iteration 0F: 2 clusters Score -29509.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -28856.232422 Penalty: 605.057556 Iteration 0F: 3 clusters Score -28856.23 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -29039.085938 Penalty: 605.057556 Iteration 1F: 3 clusters Score -29039.09 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29092.390625 Penalty: 605.057556 Iteration 2F: 3 clusters Score -29092.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -29125.966797 Penalty: 605.057556 Iteration 3F: 3 clusters Score -29125.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -29148.314453 Penalty: 605.057556 Iteration 4Q: 3 clusters Score -29148.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -29157.814453 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -29157.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29164.613281 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -29164.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -29168.140625 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -29168.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -29178.386719 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -29178.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -29193.669922 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -29193.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -29207.673828 Penalty: 605.057556 Iteration 10Q: 3 clusters Score -29207.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -29213.636719 Penalty: 605.057556 Iteration 11Q: 3 clusters Score -29213.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -29219.132812 Penalty: 605.057556 Iteration 12Q: 3 clusters Score -29219.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -29226.261719 Penalty: 605.057556 Iteration 13Q: 3 clusters Score -29226.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -29229.107422 Penalty: 605.057556 Iteration 14Q: 3 clusters Score -29229.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -29232.103516 Penalty: 605.057556 Iteration 15Q: 3 clusters Score -29232.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -29232.541016 Penalty: 605.057556 Iteration 16Q: 3 clusters Score -29232.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -29232.541016 Penalty: 605.057556 Iteration 17F: 3 clusters Score -29232.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Entering Unmasked Estep Score: -321266.218750 Penalty: 409.990997 Iteration 0F: 2 clusters Score -321266.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -315803.343750 Penalty: 819.981995 Iteration 0F: 3 clusters Score -315803.3 nChanged 3751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -318537.031250 Penalty: 819.981995 Iteration 1F: 3 clusters Score -318537 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -319033.718750 Penalty: 819.981995 Iteration 2F: 3 clusters Score -319033.7 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -319434.062500 Penalty: 819.981995 Iteration 3F: 3 clusters Score -319434.1 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -319738.968750 Penalty: 819.981995 Iteration 4F: 3 clusters Score -319739 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -319979.625000 Penalty: 819.981995 Iteration 5Q: 3 clusters Score -319979.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -320144.968750 Penalty: 819.981995 Iteration 6Q: 3 clusters Score -320145 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -320275.281250 Penalty: 819.981995 Iteration 7Q: 3 clusters Score -320275.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -320355.812500 Penalty: 819.981995 Iteration 8Q: 3 clusters Score -320355.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -320418.625000 Penalty: 819.981995 Iteration 9Q: 3 clusters Score -320418.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -320477.125000 Penalty: 819.981995 Iteration 10Q: 3 clusters Score -320477.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -320531.500000 Penalty: 819.981995 Iteration 11Q: 3 clusters Score -320531.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -320582.031250 Penalty: 819.981995 Iteration 12Q: 3 clusters Score -320582 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -320637.656250 Penalty: 819.981995 Iteration 13Q: 3 clusters Score -320637.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -320716.000000 Penalty: 819.981995 Iteration 14Q: 3 clusters Score -320716 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -320792.468750 Penalty: 819.981995 Iteration 15Q: 3 clusters Score -320792.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -320865.062500 Penalty: 819.981995 Iteration 16Q: 3 clusters Score -320865.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -320951.687500 Penalty: 819.981995 Iteration 17Q: 3 clusters Score -320951.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -321063.500000 Penalty: 819.981995 Iteration 18Q: 3 clusters Score -321063.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -321143.156250 Penalty: 819.981995 Iteration 19Q: 3 clusters Score -321143.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -321189.718750 Penalty: 819.981995 Iteration 20F: 3 clusters Score -321189.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -321211.781250 Penalty: 819.981995 Iteration 21Q: 3 clusters Score -321211.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -321220.531250 Penalty: 819.981995 Iteration 22Q: 3 clusters Score -321220.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -321225.406250 Penalty: 819.981995 Iteration 23Q: 3 clusters Score -321225.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -321228.375000 Penalty: 819.981995 Iteration 24Q: 3 clusters Score -321228.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -321229.031250 Penalty: 819.981995 Iteration 25Q: 3 clusters Score -321229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -321232.750000 Penalty: 819.981995 Iteration 26Q: 3 clusters Score -321232.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -321234.875000 Penalty: 819.981995 Iteration 27Q: 3 clusters Score -321234.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -321237.062500 Penalty: 819.981995 Iteration 28Q: 3 clusters Score -321237.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -321239.125000 Penalty: 819.981995 Iteration 29Q: 3 clusters Score -321239.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -321240.093750 Penalty: 819.981995 Iteration 30Q: 3 clusters Score -321240.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -321241.500000 Penalty: 819.981995 Iteration 31Q: 3 clusters Score -321241.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -321242.375000 Penalty: 819.981995 Iteration 32Q: 3 clusters Score -321242.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -321244.125000 Penalty: 819.981995 Iteration 33Q: 3 clusters Score -321244.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -321244.500000 Penalty: 819.981995 Iteration 34Q: 3 clusters Score -321244.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -321244.281250 Penalty: 819.981995 Iteration 35Q: 3 clusters Score -321244.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -321244.656250 Penalty: 819.981995 Iteration 36Q: 3 clusters Score -321244.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -321244.656250 Penalty: 819.981995 Iteration 37F: 3 clusters Score -321244.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Entering Unmasked Estep Score: -132983.875000 Penalty: 369.890869 Iteration 0F: 2 clusters Score -132983.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -130668.703125 Penalty: 739.781738 Iteration 0F: 3 clusters Score -130668.7 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -131547.906250 Penalty: 739.781738 Iteration 1F: 3 clusters Score -131547.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -131687.781250 Penalty: 739.781738 Iteration 2F: 3 clusters Score -131687.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -131794.968750 Penalty: 739.781738 Iteration 3F: 3 clusters Score -131795 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -131874.671875 Penalty: 739.781738 Iteration 4Q: 3 clusters Score -131874.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -131935.421875 Penalty: 739.781738 Iteration 5Q: 3 clusters Score -131935.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -131999.468750 Penalty: 739.781738 Iteration 6Q: 3 clusters Score -131999.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -132051.812500 Penalty: 739.781738 Iteration 7Q: 3 clusters Score -132051.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -132111.390625 Penalty: 739.781738 Iteration 8Q: 3 clusters Score -132111.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -132168.687500 Penalty: 739.781738 Iteration 9Q: 3 clusters Score -132168.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -132244.406250 Penalty: 739.781738 Iteration 10Q: 3 clusters Score -132244.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -132302.906250 Penalty: 739.781738 Iteration 11Q: 3 clusters Score -132302.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -132346.312500 Penalty: 739.781738 Iteration 12Q: 3 clusters Score -132346.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -132388.343750 Penalty: 739.781738 Iteration 13Q: 3 clusters Score -132388.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -132414.718750 Penalty: 739.781738 Iteration 14Q: 3 clusters Score -132414.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -132446.234375 Penalty: 739.781738 Iteration 15Q: 3 clusters Score -132446.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -132470.562500 Penalty: 739.781738 Iteration 16Q: 3 clusters Score -132470.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -132489.234375 Penalty: 739.781738 Iteration 17Q: 3 clusters Score -132489.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -132508.921875 Penalty: 739.781738 Iteration 18Q: 3 clusters Score -132508.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -132526.390625 Penalty: 739.781738 Iteration 19Q: 3 clusters Score -132526.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -132538.984375 Penalty: 739.781738 Iteration 20F: 3 clusters Score -132539 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -132546.140625 Penalty: 739.781738 Iteration 21Q: 3 clusters Score -132546.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -132552.515625 Penalty: 739.781738 Iteration 22Q: 3 clusters Score -132552.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -132557.609375 Penalty: 739.781738 Iteration 23Q: 3 clusters Score -132557.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -132561.843750 Penalty: 739.781738 Iteration 24Q: 3 clusters Score -132561.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -132565.296875 Penalty: 739.781738 Iteration 25Q: 3 clusters Score -132565.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -132566.765625 Penalty: 739.781738 Iteration 26Q: 3 clusters Score -132566.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -132569.187500 Penalty: 739.781738 Iteration 27Q: 3 clusters Score -132569.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -132572.984375 Penalty: 739.781738 Iteration 28Q: 3 clusters Score -132573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -132576.171875 Penalty: 739.781738 Iteration 29Q: 3 clusters Score -132576.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -132580.265625 Penalty: 739.781738 Iteration 30Q: 3 clusters Score -132580.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -132582.968750 Penalty: 739.781738 Iteration 31Q: 3 clusters Score -132583 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -132585.500000 Penalty: 739.781738 Iteration 32Q: 3 clusters Score -132585.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -132589.296875 Penalty: 739.781738 Iteration 33Q: 3 clusters Score -132589.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -132591.218750 Penalty: 739.781738 Iteration 34Q: 3 clusters Score -132591.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -132592.875000 Penalty: 739.781738 Iteration 35Q: 3 clusters Score -132592.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -132594.781250 Penalty: 739.781738 Iteration 36Q: 3 clusters Score -132594.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -132598.125000 Penalty: 739.781738 Iteration 37Q: 3 clusters Score -132598.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -132601.015625 Penalty: 739.781738 Iteration 38Q: 3 clusters Score -132601 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -132606.484375 Penalty: 739.781738 Iteration 39Q: 3 clusters Score -132606.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -132609.578125 Penalty: 739.781738 Iteration 40F: 3 clusters Score -132609.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -132613.625000 Penalty: 739.781738 Iteration 41Q: 3 clusters Score -132613.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -132616.390625 Penalty: 739.781738 Iteration 42Q: 3 clusters Score -132616.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -132618.281250 Penalty: 739.781738 Iteration 43Q: 3 clusters Score -132618.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -132619.687500 Penalty: 739.781738 Iteration 44Q: 3 clusters Score -132619.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -132620.562500 Penalty: 739.781738 Iteration 45Q: 3 clusters Score -132620.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -132621.312500 Penalty: 739.781738 Iteration 46Q: 3 clusters Score -132621.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -132622.187500 Penalty: 739.781738 Iteration 47Q: 3 clusters Score -132622.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -132623.640625 Penalty: 739.781738 Iteration 48Q: 3 clusters Score -132623.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -132623.390625 Penalty: 739.781738 Iteration 49Q: 3 clusters Score -132623.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -132624.703125 Penalty: 739.781738 Iteration 50Q: 3 clusters Score -132624.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -132625.468750 Penalty: 739.781738 Iteration 51Q: 3 clusters Score -132625.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -132625.687500 Penalty: 739.781738 Iteration 52Q: 3 clusters Score -132625.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -132625.687500 Penalty: 739.781738 Iteration 53F: 3 clusters Score -132625.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Entering Unmasked Estep Score: -70204.312500 Penalty: 350.053406 Iteration 0F: 2 clusters Score -70204.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -68665.375000 Penalty: 700.106812 Iteration 0F: 3 clusters Score -68665.38 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -69275.867188 Penalty: 700.106812 Iteration 1F: 3 clusters Score -69275.87 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -69433.093750 Penalty: 700.106812 Iteration 2F: 3 clusters Score -69433.09 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -69559.562500 Penalty: 700.106812 Iteration 3F: 3 clusters Score -69559.56 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -69699.414062 Penalty: 700.106812 Iteration 4F: 3 clusters Score -69699.41 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -69801.531250 Penalty: 700.106812 Iteration 5F: 3 clusters Score -69801.53 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -69859.265625 Penalty: 700.106812 Iteration 6Q: 3 clusters Score -69859.27 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -69884.898438 Penalty: 700.106812 Iteration 7Q: 3 clusters Score -69884.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -69898.898438 Penalty: 700.106812 Iteration 8Q: 3 clusters Score -69898.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -69914.570312 Penalty: 700.106812 Iteration 9Q: 3 clusters Score -69914.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69933.867188 Penalty: 700.106812 Iteration 10Q: 3 clusters Score -69933.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -69939.351562 Penalty: 700.106812 Iteration 11Q: 3 clusters Score -69939.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -69942.000000 Penalty: 700.106812 Iteration 12Q: 3 clusters Score -69942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -69945.109375 Penalty: 700.106812 Iteration 13Q: 3 clusters Score -69945.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -69947.031250 Penalty: 700.106812 Iteration 14Q: 3 clusters Score -69947.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -69951.523438 Penalty: 700.106812 Iteration 15Q: 3 clusters Score -69951.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -69955.921875 Penalty: 700.106812 Iteration 16Q: 3 clusters Score -69955.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -69957.820312 Penalty: 700.106812 Iteration 17Q: 3 clusters Score -69957.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -69959.578125 Penalty: 700.106812 Iteration 18Q: 3 clusters Score -69959.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -69962.242188 Penalty: 700.106812 Iteration 19Q: 3 clusters Score -69962.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -69964.335938 Penalty: 700.106812 Iteration 20F: 3 clusters Score -69964.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -69966.406250 Penalty: 700.106812 Iteration 21Q: 3 clusters Score -69966.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -69967.992188 Penalty: 700.106812 Iteration 22Q: 3 clusters Score -69967.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -69970.835938 Penalty: 700.106812 Iteration 23Q: 3 clusters Score -69970.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -69974.562500 Penalty: 700.106812 Iteration 24Q: 3 clusters Score -69974.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -69976.945312 Penalty: 700.106812 Iteration 25Q: 3 clusters Score -69976.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -69978.257812 Penalty: 700.106812 Iteration 26Q: 3 clusters Score -69978.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -69978.343750 Penalty: 700.106812 Iteration 27Q: 3 clusters Score -69978.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -69978.398438 Penalty: 700.106812 Iteration 28Q: 3 clusters Score -69978.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -69978.843750 Penalty: 700.106812 Iteration 29Q: 3 clusters Score -69978.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -69978.898438 Penalty: 700.106812 Iteration 30Q: 3 clusters Score -69978.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -69979.007812 Penalty: 700.106812 Iteration 31Q: 3 clusters Score -69979.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -69979.187500 Penalty: 700.106812 Iteration 32Q: 3 clusters Score -69979.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -69979.820312 Penalty: 700.106812 Iteration 33Q: 3 clusters Score -69979.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -69980.789062 Penalty: 700.106812 Iteration 34Q: 3 clusters Score -69980.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -69982.179688 Penalty: 700.106812 Iteration 35Q: 3 clusters Score -69982.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -69982.203125 Penalty: 700.106812 Iteration 36Q: 3 clusters Score -69982.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -69982.203125 Penalty: 700.106812 Iteration 37F: 3 clusters Score -69982.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Entering Unmasked Estep Score: -507157.375000 Penalty: 430.846771 Iteration 0F: 2 clusters Score -507157.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -498551.093750 Penalty: 861.693542 Iteration 0F: 3 clusters Score -498551.1 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -502353.218750 Penalty: 861.693542 Iteration 1F: 3 clusters Score -502353.2 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -502934.562500 Penalty: 861.693542 Iteration 2F: 3 clusters Score -502934.6 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -503808.250000 Penalty: 861.693542 Iteration 3F: 3 clusters Score -503808.2 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -504929.312500 Penalty: 861.693542 Iteration 4F: 3 clusters Score -504929.3 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -505803.343750 Penalty: 861.693542 Iteration 5F: 3 clusters Score -505803.3 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -506342.281250 Penalty: 861.693542 Iteration 6Q: 3 clusters Score -506342.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -506598.468750 Penalty: 861.693542 Iteration 7Q: 3 clusters Score -506598.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 12811 members Entering Unmasked Estep Score: -506714.656250 Penalty: 861.693542 Iteration 8Q: 3 clusters Score -506714.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -506766.875000 Penalty: 861.693542 Iteration 9Q: 3 clusters Score -506766.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -506786.343750 Penalty: 861.693542 Iteration 10Q: 3 clusters Score -506786.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -506800.250000 Penalty: 861.693542 Iteration 11Q: 3 clusters Score -506800.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 12862 members Entering Unmasked Estep Score: -506805.125000 Penalty: 861.693542 Iteration 12Q: 3 clusters Score -506805.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 12862 members Entering Unmasked Estep Score: -506807.500000 Penalty: 861.693542 Iteration 13Q: 3 clusters Score -506807.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -506809.750000 Penalty: 861.693542 Iteration 14Q: 3 clusters Score -506809.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -506809.875000 Penalty: 861.693542 Iteration 15Q: 3 clusters Score -506809.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -506809.937500 Penalty: 861.693542 Iteration 16Q: 3 clusters Score -506809.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -506809.937500 Penalty: 861.693542 Iteration 17F: 3 clusters Score -506809.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Entering Unmasked Estep Score: -36065.488281 Penalty: 308.846954 Iteration 0F: 2 clusters Score -36065.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -35341.027344 Penalty: 617.693909 Iteration 0F: 3 clusters Score -35341.03 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -35540.855469 Penalty: 617.693909 Iteration 1F: 3 clusters Score -35540.86 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -35653.066406 Penalty: 617.693909 Iteration 2F: 3 clusters Score -35653.07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -35790.687500 Penalty: 617.693909 Iteration 3F: 3 clusters Score -35790.69 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -35883.179688 Penalty: 617.693909 Iteration 4F: 3 clusters Score -35883.18 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -35927.867188 Penalty: 617.693909 Iteration 5F: 3 clusters Score -35927.87 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -35952.429688 Penalty: 617.693909 Iteration 6Q: 3 clusters Score -35952.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -35960.042969 Penalty: 617.693909 Iteration 7Q: 3 clusters Score -35960.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -35965.398438 Penalty: 617.693909 Iteration 8Q: 3 clusters Score -35965.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -35967.941406 Penalty: 617.693909 Iteration 9Q: 3 clusters Score -35967.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -35969.191406 Penalty: 617.693909 Iteration 10Q: 3 clusters Score -35969.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -35969.792969 Penalty: 617.693909 Iteration 11Q: 3 clusters Score -35969.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -35970.031250 Penalty: 617.693909 Iteration 12Q: 3 clusters Score -35970.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -35970.031250 Penalty: 617.693909 Iteration 13F: 3 clusters Score -35970.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Entering Unmasked Estep Score: -154205.765625 Penalty: 379.501587 Iteration 0F: 2 clusters Score -154205.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -151319.656250 Penalty: 759.003174 Iteration 0F: 3 clusters Score -151319.7 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -152328.859375 Penalty: 759.003174 Iteration 1F: 3 clusters Score -152328.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -152466.265625 Penalty: 759.003174 Iteration 2F: 3 clusters Score -152466.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -152631.734375 Penalty: 759.003174 Iteration 3F: 3 clusters Score -152631.7 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -152861.265625 Penalty: 759.003174 Iteration 4F: 3 clusters Score -152861.3 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -153104.484375 Penalty: 759.003174 Iteration 5F: 3 clusters Score -153104.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -153319.812500 Penalty: 759.003174 Iteration 6F: 3 clusters Score -153319.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -153469.406250 Penalty: 759.003174 Iteration 7F: 3 clusters Score -153469.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -153552.828125 Penalty: 759.003174 Iteration 8Q: 3 clusters Score -153552.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -153604.281250 Penalty: 759.003174 Iteration 9Q: 3 clusters Score -153604.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -153648.765625 Penalty: 759.003174 Iteration 10Q: 3 clusters Score -153648.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -153697.375000 Penalty: 759.003174 Iteration 11Q: 3 clusters Score -153697.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -153733.531250 Penalty: 759.003174 Iteration 12Q: 3 clusters Score -153733.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -153764.015625 Penalty: 759.003174 Iteration 13Q: 3 clusters Score -153764 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -153785.406250 Penalty: 759.003174 Iteration 14Q: 3 clusters Score -153785.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -153808.328125 Penalty: 759.003174 Iteration 15Q: 3 clusters Score -153808.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -153832.375000 Penalty: 759.003174 Iteration 16Q: 3 clusters Score -153832.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -153860.859375 Penalty: 759.003174 Iteration 17Q: 3 clusters Score -153860.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -153883.125000 Penalty: 759.003174 Iteration 18Q: 3 clusters Score -153883.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -153897.703125 Penalty: 759.003174 Iteration 19Q: 3 clusters Score -153897.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -153907.656250 Penalty: 759.003174 Iteration 20F: 3 clusters Score -153907.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -153921.421875 Penalty: 759.003174 Iteration 21Q: 3 clusters Score -153921.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -153931.343750 Penalty: 759.003174 Iteration 22Q: 3 clusters Score -153931.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -153937.218750 Penalty: 759.003174 Iteration 23Q: 3 clusters Score -153937.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -153943.031250 Penalty: 759.003174 Iteration 24Q: 3 clusters Score -153943 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -153947.859375 Penalty: 759.003174 Iteration 25Q: 3 clusters Score -153947.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -153950.625000 Penalty: 759.003174 Iteration 26Q: 3 clusters Score -153950.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -153954.218750 Penalty: 759.003174 Iteration 27Q: 3 clusters Score -153954.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -153957.171875 Penalty: 759.003174 Iteration 28Q: 3 clusters Score -153957.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -153958.125000 Penalty: 759.003174 Iteration 29Q: 3 clusters Score -153958.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -153958.281250 Penalty: 759.003174 Iteration 30Q: 3 clusters Score -153958.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -153958.625000 Penalty: 759.003174 Iteration 31Q: 3 clusters Score -153958.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -153958.546875 Penalty: 759.003174 Iteration 32Q: 3 clusters Score -153958.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -153959.000000 Penalty: 759.003174 Iteration 33Q: 3 clusters Score -153959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -153958.781250 Penalty: 759.003174 Iteration 34Q: 3 clusters Score -153958.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -153958.781250 Penalty: 759.003174 Iteration 35F: 3 clusters Score -153958.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Entering Unmasked Estep Score: -37585.191406 Penalty: 325.142303 Iteration 0F: 2 clusters Score -37585.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -36639.843750 Penalty: 650.284607 Iteration 0F: 3 clusters Score -36639.84 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -37175.464844 Penalty: 650.284607 Iteration 1F: 3 clusters Score -37175.46 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -37284.160156 Penalty: 650.284607 Iteration 2F: 3 clusters Score -37284.16 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -37345.632812 Penalty: 650.284607 Iteration 3F: 3 clusters Score -37345.63 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -37370.660156 Penalty: 650.284607 Iteration 4Q: 3 clusters Score -37370.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -37392.035156 Penalty: 650.284607 Iteration 5Q: 3 clusters Score -37392.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -37409.628906 Penalty: 650.284607 Iteration 6Q: 3 clusters Score -37409.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -37420.089844 Penalty: 650.284607 Iteration 7Q: 3 clusters Score -37420.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -37431.902344 Penalty: 650.284607 Iteration 8Q: 3 clusters Score -37431.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -37448.949219 Penalty: 650.284607 Iteration 9Q: 3 clusters Score -37448.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -37461.277344 Penalty: 650.284607 Iteration 10Q: 3 clusters Score -37461.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -37476.847656 Penalty: 650.284607 Iteration 11Q: 3 clusters Score -37476.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -37492.050781 Penalty: 650.284607 Iteration 12Q: 3 clusters Score -37492.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -37495.320312 Penalty: 650.284607 Iteration 13Q: 3 clusters Score -37495.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -37497.906250 Penalty: 650.284607 Iteration 14Q: 3 clusters Score -37497.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -37499.683594 Penalty: 650.284607 Iteration 15Q: 3 clusters Score -37499.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -37500.445312 Penalty: 650.284607 Iteration 16Q: 3 clusters Score -37500.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -37501.054688 Penalty: 650.284607 Iteration 17Q: 3 clusters Score -37501.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -37501.113281 Penalty: 650.284607 Iteration 18Q: 3 clusters Score -37501.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -37501.113281 Penalty: 650.284607 Iteration 19F: 3 clusters Score -37501.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (28063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28063 members Entering Unmasked Estep Score: -1061183.250000 Penalty: 466.020447 Iteration 0F: 2 clusters Score -1061183 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -1042478.062500 Penalty: 932.040894 Iteration 0F: 3 clusters Score -1042478 nChanged 13325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1050316.875000 Penalty: 932.040894 Iteration 1F: 3 clusters Score -1050317 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14782 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -1050759.500000 Penalty: 932.040894 Iteration 2Q: 3 clusters Score -1050760 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14836 members Mstep: Class 2 contains 13227 members Entering Unmasked Estep Score: -1051307.875000 Penalty: 932.040894 Iteration 3Q: 3 clusters Score -1051308 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -1051976.125000 Penalty: 932.040894 Iteration 4F: 3 clusters Score -1051976 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -1052769.000000 Penalty: 932.040894 Iteration 5F: 3 clusters Score -1052769 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14886 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -1053661.250000 Penalty: 932.040894 Iteration 6F: 3 clusters Score -1053661 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15015 members Mstep: Class 2 contains 13048 members Entering Unmasked Estep Score: -1054515.250000 Penalty: 932.040894 Iteration 7F: 3 clusters Score -1054515 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -1055292.750000 Penalty: 932.040894 Iteration 8Q: 3 clusters Score -1055293 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15308 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -1055986.500000 Penalty: 932.040894 Iteration 9Q: 3 clusters Score -1055986 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -1056609.000000 Penalty: 932.040894 Iteration 10Q: 3 clusters Score -1056609 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15579 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -1057206.750000 Penalty: 932.040894 Iteration 11Q: 3 clusters Score -1057207 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15723 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -1057669.750000 Penalty: 932.040894 Iteration 12Q: 3 clusters Score -1057670 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 12248 members Entering Unmasked Estep Score: -1058036.500000 Penalty: 932.040894 Iteration 13Q: 3 clusters Score -1058036 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15872 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -1058322.250000 Penalty: 932.040894 Iteration 14Q: 3 clusters Score -1058322 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15933 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -1058553.250000 Penalty: 932.040894 Iteration 15Q: 3 clusters Score -1058553 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15979 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -1058717.250000 Penalty: 932.040894 Iteration 16Q: 3 clusters Score -1058717 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -1058836.000000 Penalty: 932.040894 Iteration 17Q: 3 clusters Score -1058836 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -1058929.250000 Penalty: 932.040894 Iteration 18Q: 3 clusters Score -1058929 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -1059000.250000 Penalty: 932.040894 Iteration 19Q: 3 clusters Score -1059000 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -1059082.750000 Penalty: 932.040894 Iteration 20F: 3 clusters Score -1059083 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16288 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -1059139.000000 Penalty: 932.040894 Iteration 21Q: 3 clusters Score -1059139 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -1059184.625000 Penalty: 932.040894 Iteration 22Q: 3 clusters Score -1059185 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1059219.500000 Penalty: 932.040894 Iteration 23Q: 3 clusters Score -1059220 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -1059251.750000 Penalty: 932.040894 Iteration 24Q: 3 clusters Score -1059252 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -1059277.250000 Penalty: 932.040894 Iteration 25Q: 3 clusters Score -1059277 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -1059295.625000 Penalty: 932.040894 Iteration 26Q: 3 clusters Score -1059296 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -1059310.500000 Penalty: 932.040894 Iteration 27Q: 3 clusters Score -1059310 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -1059319.125000 Penalty: 932.040894 Iteration 28Q: 3 clusters Score -1059319 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16959 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -1059334.250000 Penalty: 932.040894 Iteration 29Q: 3 clusters Score -1059334 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17042 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -1059346.250000 Penalty: 932.040894 Iteration 30Q: 3 clusters Score -1059346 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -1059357.125000 Penalty: 932.040894 Iteration 31Q: 3 clusters Score -1059357 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -1059373.125000 Penalty: 932.040894 Iteration 32Q: 3 clusters Score -1059373 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -1059382.625000 Penalty: 932.040894 Iteration 33Q: 3 clusters Score -1059383 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17448 members Mstep: Class 2 contains 10615 members Entering Unmasked Estep Score: -1059389.625000 Penalty: 932.040894 Iteration 34Q: 3 clusters Score -1059390 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -1059399.625000 Penalty: 932.040894 Iteration 35Q: 3 clusters Score -1059400 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17691 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -1059416.000000 Penalty: 932.040894 Iteration 36Q: 3 clusters Score -1059416 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -1059428.625000 Penalty: 932.040894 Iteration 37Q: 3 clusters Score -1059429 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1059441.875000 Penalty: 932.040894 Iteration 38Q: 3 clusters Score -1059442 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18073 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -1059458.750000 Penalty: 932.040894 Iteration 39Q: 3 clusters Score -1059459 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -1059473.625000 Penalty: 932.040894 Iteration 40F: 3 clusters Score -1059474 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18363 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -1059485.375000 Penalty: 932.040894 Iteration 41Q: 3 clusters Score -1059485 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -1059502.625000 Penalty: 932.040894 Iteration 42Q: 3 clusters Score -1059503 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1059517.625000 Penalty: 932.040894 Iteration 43Q: 3 clusters Score -1059518 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1059538.250000 Penalty: 932.040894 Iteration 44Q: 3 clusters Score -1059538 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -1059552.625000 Penalty: 932.040894 Iteration 45Q: 3 clusters Score -1059553 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19119 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -1059568.750000 Penalty: 932.040894 Iteration 46Q: 3 clusters Score -1059569 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19264 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -1059582.125000 Penalty: 932.040894 Iteration 47Q: 3 clusters Score -1059582 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -1059595.875000 Penalty: 932.040894 Iteration 48Q: 3 clusters Score -1059596 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19554 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -1059609.750000 Penalty: 932.040894 Iteration 49Q: 3 clusters Score -1059610 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -1059629.125000 Penalty: 932.040894 Iteration 50Q: 3 clusters Score -1059629 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19856 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -1059644.125000 Penalty: 932.040894 Iteration 51Q: 3 clusters Score -1059644 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20026 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -1059666.750000 Penalty: 932.040894 Iteration 52Q: 3 clusters Score -1059667 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20210 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1059692.250000 Penalty: 932.040894 Iteration 53Q: 3 clusters Score -1059692 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -1059726.625000 Penalty: 932.040894 Iteration 54Q: 3 clusters Score -1059727 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20628 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1059755.750000 Penalty: 932.040894 Iteration 55Q: 3 clusters Score -1059756 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20809 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1059780.625000 Penalty: 932.040894 Iteration 56Q: 3 clusters Score -1059781 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21000 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1059807.625000 Penalty: 932.040894 Iteration 57Q: 3 clusters Score -1059808 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1059842.125000 Penalty: 932.040894 Iteration 58Q: 3 clusters Score -1059842 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21408 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1059879.125000 Penalty: 932.040894 Iteration 59Q: 3 clusters Score -1059879 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21647 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -1059926.750000 Penalty: 932.040894 Iteration 60F: 3 clusters Score -1059927 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21879 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1059975.125000 Penalty: 932.040894 Iteration 61Q: 3 clusters Score -1059975 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1060031.625000 Penalty: 932.040894 Iteration 62Q: 3 clusters Score -1060032 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1060087.000000 Penalty: 932.040894 Iteration 63Q: 3 clusters Score -1060087 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22648 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1060137.000000 Penalty: 932.040894 Iteration 64Q: 3 clusters Score -1060137 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1060204.000000 Penalty: 932.040894 Iteration 65Q: 3 clusters Score -1060204 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23201 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1060268.000000 Penalty: 932.040894 Iteration 66Q: 3 clusters Score -1060268 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23466 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1060332.250000 Penalty: 932.040894 Iteration 67Q: 3 clusters Score -1060332 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23706 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1060392.750000 Penalty: 932.040894 Iteration 68Q: 3 clusters Score -1060393 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23948 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1060442.625000 Penalty: 932.040894 Iteration 69Q: 3 clusters Score -1060443 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24165 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1060485.000000 Penalty: 932.040894 Iteration 70Q: 3 clusters Score -1060485 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24359 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1060527.750000 Penalty: 932.040894 Iteration 71Q: 3 clusters Score -1060528 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1060566.625000 Penalty: 932.040894 Iteration 72Q: 3 clusters Score -1060567 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24702 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1060597.625000 Penalty: 932.040894 Iteration 73Q: 3 clusters Score -1060598 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24866 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1060627.500000 Penalty: 932.040894 Iteration 74Q: 3 clusters Score -1060628 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25014 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1060659.250000 Penalty: 932.040894 Iteration 75Q: 3 clusters Score -1060659 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25167 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1060691.125000 Penalty: 932.040894 Iteration 76Q: 3 clusters Score -1060691 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25336 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1060731.875000 Penalty: 932.040894 Iteration 77Q: 3 clusters Score -1060732 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25500 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1060773.125000 Penalty: 932.040894 Iteration 78Q: 3 clusters Score -1060773 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25655 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1060814.250000 Penalty: 932.040894 Iteration 79Q: 3 clusters Score -1060814 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25789 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1060849.250000 Penalty: 932.040894 Iteration 80F: 3 clusters Score -1060849 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1060874.875000 Penalty: 932.040894 Iteration 81Q: 3 clusters Score -1060875 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1060889.125000 Penalty: 932.040894 Iteration 82Q: 3 clusters Score -1060889 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26075 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1060902.250000 Penalty: 932.040894 Iteration 83Q: 3 clusters Score -1060902 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26149 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1060911.250000 Penalty: 932.040894 Iteration 84Q: 3 clusters Score -1060911 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26214 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1060923.375000 Penalty: 932.040894 Iteration 85Q: 3 clusters Score -1060923 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26268 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1060930.250000 Penalty: 932.040894 Iteration 86Q: 3 clusters Score -1060930 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1060932.125000 Penalty: 932.040894 Iteration 87Q: 3 clusters Score -1060932 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26370 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -1060942.750000 Penalty: 932.040894 Iteration 88Q: 3 clusters Score -1060943 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26413 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1060947.500000 Penalty: 932.040894 Iteration 89Q: 3 clusters Score -1060948 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26446 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1060951.000000 Penalty: 932.040894 Iteration 90Q: 3 clusters Score -1060951 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26480 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1060958.000000 Penalty: 932.040894 Iteration 91Q: 3 clusters Score -1060958 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26507 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1060961.625000 Penalty: 932.040894 Iteration 92Q: 3 clusters Score -1060962 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26534 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1060962.250000 Penalty: 932.040894 Iteration 93Q: 3 clusters Score -1060962 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26563 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1060966.875000 Penalty: 932.040894 Iteration 94Q: 3 clusters Score -1060967 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26587 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1060968.250000 Penalty: 932.040894 Iteration 95Q: 3 clusters Score -1060968 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26612 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1060976.250000 Penalty: 932.040894 Iteration 96Q: 3 clusters Score -1060976 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1060979.875000 Penalty: 932.040894 Iteration 97Q: 3 clusters Score -1060980 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26664 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1060986.375000 Penalty: 932.040894 Iteration 98Q: 3 clusters Score -1060986 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1060986.875000 Penalty: 932.040894 Iteration 99Q: 3 clusters Score -1060987 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26707 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1060990.000000 Penalty: 932.040894 Iteration 100F: 3 clusters Score -1060990 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26728 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1060989.375000 Penalty: 932.040894 Iteration 101Q: 3 clusters Score -1060989 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26742 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1060991.000000 Penalty: 932.040894 Iteration 102Q: 3 clusters Score -1060991 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26748 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1060994.000000 Penalty: 932.040894 Iteration 103Q: 3 clusters Score -1060994 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1060991.875000 Penalty: 932.040894 Iteration 104Q: 3 clusters Score -1060992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26763 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1060994.875000 Penalty: 932.040894 Iteration 105Q: 3 clusters Score -1060995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26775 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -1060993.375000 Penalty: 932.040894 Iteration 106Q: 3 clusters Score -1060993 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26786 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1060996.750000 Penalty: 932.040894 Iteration 107Q: 3 clusters Score -1060997 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1060998.375000 Penalty: 932.040894 Iteration 108Q: 3 clusters Score -1060998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26806 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1060998.125000 Penalty: 932.040894 Iteration 109Q: 3 clusters Score -1060998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1060996.875000 Penalty: 932.040894 Iteration 110Q: 3 clusters Score -1060997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1060998.000000 Penalty: 932.040894 Iteration 111Q: 3 clusters Score -1060998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26821 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1060998.875000 Penalty: 932.040894 Iteration 112Q: 3 clusters Score -1060999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26826 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1061000.375000 Penalty: 932.040894 Iteration 113Q: 3 clusters Score -1061000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1061000.000000 Penalty: 932.040894 Iteration 114Q: 3 clusters Score -1061000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26829 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1060999.625000 Penalty: 932.040894 Iteration 115Q: 3 clusters Score -1061000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26832 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1060999.250000 Penalty: 932.040894 Iteration 116Q: 3 clusters Score -1060999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26832 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1060999.250000 Penalty: 932.040894 Iteration 117Q: 3 clusters Score -1060999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26832 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1060999.250000 Penalty: 932.040894 Iteration 118F: 3 clusters Score -1060999 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -8067.240723 Penalty: 257.028351 Iteration 0F: 2 clusters Score -8067.241 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 142 members Entering Unmasked Estep Score: -7744.447754 Penalty: 514.056702 Iteration 0F: 3 clusters Score -7744.448 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7930.439453 Penalty: 514.056702 Iteration 1F: 3 clusters Score -7930.439 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7976.667480 Penalty: 514.056702 Iteration 2F: 3 clusters Score -7976.667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -8048.875488 Penalty: 514.056702 Iteration 3Q: 3 clusters Score -8048.875 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -8101.786133 Penalty: 514.056702 Iteration 4F: 3 clusters Score -8101.786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -8111.589355 Penalty: 514.056702 Iteration 5Q: 3 clusters Score -8111.589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -8113.547363 Penalty: 514.056702 Iteration 6Q: 3 clusters Score -8113.547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -8114.360352 Penalty: 514.056702 Iteration 7Q: 3 clusters Score -8114.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -8116.031250 Penalty: 514.056702 Iteration 8Q: 3 clusters Score -8116.031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -8118.032227 Penalty: 514.056702 Iteration 9Q: 3 clusters Score -8118.032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -8121.406250 Penalty: 514.056702 Iteration 10Q: 3 clusters Score -8121.406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -8121.406250 Penalty: 514.056702 Iteration 11F: 3 clusters Score -8121.406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 71 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Mstep: Class 35 contains 113 members Mstep: Class 36 contains 472 members Mstep: Class 37 contains 213 members Entering Unmasked Estep Score: -14461244.000000 Penalty: 21690.396484 Splitting cluster 27 changes total score from -14460056.000000 to -14461244.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 28 (14321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14321 members Entering Unmasked Estep Score: -574167.500000 Penalty: 435.411438 Iteration 0F: 2 clusters Score -574167.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -564603.625000 Penalty: 870.822876 Iteration 0F: 3 clusters Score -564603.6 nChanged 6770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -568501.562500 Penalty: 870.822876 Iteration 1F: 3 clusters Score -568501.6 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -568906.687500 Penalty: 870.822876 Iteration 2F: 3 clusters Score -568906.7 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -569492.125000 Penalty: 870.822876 Iteration 3F: 3 clusters Score -569492.1 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -570413.312500 Penalty: 870.822876 Iteration 4F: 3 clusters Score -570413.3 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -571360.125000 Penalty: 870.822876 Iteration 5F: 3 clusters Score -571360.1 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -571937.125000 Penalty: 870.822876 Iteration 6F: 3 clusters Score -571937.1 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -572213.375000 Penalty: 870.822876 Iteration 7Q: 3 clusters Score -572213.4 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -572366.875000 Penalty: 870.822876 Iteration 8Q: 3 clusters Score -572366.9 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -572500.687500 Penalty: 870.822876 Iteration 9Q: 3 clusters Score -572500.7 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -572600.687500 Penalty: 870.822876 Iteration 10Q: 3 clusters Score -572600.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -572692.875000 Penalty: 870.822876 Iteration 11Q: 3 clusters Score -572692.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -572779.437500 Penalty: 870.822876 Iteration 12Q: 3 clusters Score -572779.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -572856.750000 Penalty: 870.822876 Iteration 13Q: 3 clusters Score -572856.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -572921.250000 Penalty: 870.822876 Iteration 14Q: 3 clusters Score -572921.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -572983.125000 Penalty: 870.822876 Iteration 15Q: 3 clusters Score -572983.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -573031.750000 Penalty: 870.822876 Iteration 16Q: 3 clusters Score -573031.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -573075.687500 Penalty: 870.822876 Iteration 17Q: 3 clusters Score -573075.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -573115.312500 Penalty: 870.822876 Iteration 18Q: 3 clusters Score -573115.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -573161.875000 Penalty: 870.822876 Iteration 19Q: 3 clusters Score -573161.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -573195.125000 Penalty: 870.822876 Iteration 20F: 3 clusters Score -573195.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -573220.375000 Penalty: 870.822876 Iteration 21Q: 3 clusters Score -573220.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -573240.250000 Penalty: 870.822876 Iteration 22Q: 3 clusters Score -573240.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -573259.687500 Penalty: 870.822876 Iteration 23Q: 3 clusters Score -573259.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -573279.687500 Penalty: 870.822876 Iteration 24Q: 3 clusters Score -573279.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -573294.062500 Penalty: 870.822876 Iteration 25Q: 3 clusters Score -573294.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -573305.375000 Penalty: 870.822876 Iteration 26Q: 3 clusters Score -573305.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -573312.500000 Penalty: 870.822876 Iteration 27Q: 3 clusters Score -573312.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -573319.750000 Penalty: 870.822876 Iteration 28Q: 3 clusters Score -573319.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -573328.875000 Penalty: 870.822876 Iteration 29Q: 3 clusters Score -573328.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -573336.000000 Penalty: 870.822876 Iteration 30Q: 3 clusters Score -573336 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -573338.000000 Penalty: 870.822876 Iteration 31Q: 3 clusters Score -573338 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -573343.250000 Penalty: 870.822876 Iteration 32Q: 3 clusters Score -573343.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -573344.312500 Penalty: 870.822876 Iteration 33Q: 3 clusters Score -573344.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -573349.625000 Penalty: 870.822876 Iteration 34Q: 3 clusters Score -573349.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -573355.375000 Penalty: 870.822876 Iteration 35Q: 3 clusters Score -573355.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -573360.750000 Penalty: 870.822876 Iteration 36Q: 3 clusters Score -573360.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -573365.500000 Penalty: 870.822876 Iteration 37Q: 3 clusters Score -573365.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -573371.250000 Penalty: 870.822876 Iteration 38Q: 3 clusters Score -573371.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -573376.812500 Penalty: 870.822876 Iteration 39Q: 3 clusters Score -573376.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -573385.562500 Penalty: 870.822876 Iteration 40F: 3 clusters Score -573385.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -573398.687500 Penalty: 870.822876 Iteration 41Q: 3 clusters Score -573398.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 10539 members Entering Unmasked Estep Score: -573408.437500 Penalty: 870.822876 Iteration 42Q: 3 clusters Score -573408.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -573421.750000 Penalty: 870.822876 Iteration 43Q: 3 clusters Score -573421.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -573435.500000 Penalty: 870.822876 Iteration 44Q: 3 clusters Score -573435.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -573461.562500 Penalty: 870.822876 Iteration 45Q: 3 clusters Score -573461.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -573483.937500 Penalty: 870.822876 Iteration 46Q: 3 clusters Score -573483.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -573502.250000 Penalty: 870.822876 Iteration 47Q: 3 clusters Score -573502.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -573523.812500 Penalty: 870.822876 Iteration 48Q: 3 clusters Score -573523.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -573544.875000 Penalty: 870.822876 Iteration 49Q: 3 clusters Score -573544.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -573566.812500 Penalty: 870.822876 Iteration 50Q: 3 clusters Score -573566.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -573585.937500 Penalty: 870.822876 Iteration 51Q: 3 clusters Score -573585.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -573606.437500 Penalty: 870.822876 Iteration 52Q: 3 clusters Score -573606.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -573625.500000 Penalty: 870.822876 Iteration 53Q: 3 clusters Score -573625.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -573646.187500 Penalty: 870.822876 Iteration 54Q: 3 clusters Score -573646.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -573664.687500 Penalty: 870.822876 Iteration 55Q: 3 clusters Score -573664.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -573683.750000 Penalty: 870.822876 Iteration 56Q: 3 clusters Score -573683.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -573694.875000 Penalty: 870.822876 Iteration 57Q: 3 clusters Score -573694.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -573708.000000 Penalty: 870.822876 Iteration 58Q: 3 clusters Score -573708 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -573726.312500 Penalty: 870.822876 Iteration 59Q: 3 clusters Score -573726.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -573738.562500 Penalty: 870.822876 Iteration 60F: 3 clusters Score -573738.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -573755.250000 Penalty: 870.822876 Iteration 61Q: 3 clusters Score -573755.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -573769.000000 Penalty: 870.822876 Iteration 62Q: 3 clusters Score -573769 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -573783.625000 Penalty: 870.822876 Iteration 63Q: 3 clusters Score -573783.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 12572 members Entering Unmasked Estep Score: -573802.562500 Penalty: 870.822876 Iteration 64Q: 3 clusters Score -573802.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 12648 members Entering Unmasked Estep Score: -573815.375000 Penalty: 870.822876 Iteration 65Q: 3 clusters Score -573815.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: -573832.250000 Penalty: 870.822876 Iteration 66Q: 3 clusters Score -573832.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 12804 members Entering Unmasked Estep Score: -573850.437500 Penalty: 870.822876 Iteration 67Q: 3 clusters Score -573850.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -573866.937500 Penalty: 870.822876 Iteration 68Q: 3 clusters Score -573866.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -573878.000000 Penalty: 870.822876 Iteration 69Q: 3 clusters Score -573878 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -573885.062500 Penalty: 870.822876 Iteration 70Q: 3 clusters Score -573885.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -573889.312500 Penalty: 870.822876 Iteration 71Q: 3 clusters Score -573889.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -573894.500000 Penalty: 870.822876 Iteration 72Q: 3 clusters Score -573894.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -573896.250000 Penalty: 870.822876 Iteration 73Q: 3 clusters Score -573896.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -573897.875000 Penalty: 870.822876 Iteration 74Q: 3 clusters Score -573897.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -573902.812500 Penalty: 870.822876 Iteration 75Q: 3 clusters Score -573902.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -573905.375000 Penalty: 870.822876 Iteration 76Q: 3 clusters Score -573905.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -573906.875000 Penalty: 870.822876 Iteration 77Q: 3 clusters Score -573906.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 13171 members Entering Unmasked Estep Score: -573910.250000 Penalty: 870.822876 Iteration 78Q: 3 clusters Score -573910.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -573912.187500 Penalty: 870.822876 Iteration 79Q: 3 clusters Score -573912.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -573915.187500 Penalty: 870.822876 Iteration 80F: 3 clusters Score -573915.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -573917.062500 Penalty: 870.822876 Iteration 81Q: 3 clusters Score -573917.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -573918.062500 Penalty: 870.822876 Iteration 82Q: 3 clusters Score -573918.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -573919.062500 Penalty: 870.822876 Iteration 83Q: 3 clusters Score -573919.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 13250 members Entering Unmasked Estep Score: -573919.812500 Penalty: 870.822876 Iteration 84Q: 3 clusters Score -573919.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -573920.000000 Penalty: 870.822876 Iteration 85Q: 3 clusters Score -573920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -573920.750000 Penalty: 870.822876 Iteration 86Q: 3 clusters Score -573920.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -573921.375000 Penalty: 870.822876 Iteration 87Q: 3 clusters Score -573921.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -573921.125000 Penalty: 870.822876 Iteration 88Q: 3 clusters Score -573921.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 13274 members Entering Unmasked Estep Score: -573921.500000 Penalty: 870.822876 Iteration 89Q: 3 clusters Score -573921.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -573921.937500 Penalty: 870.822876 Iteration 90Q: 3 clusters Score -573921.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -573921.312500 Penalty: 870.822876 Iteration 91Q: 3 clusters Score -573921.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -573921.687500 Penalty: 870.822876 Iteration 92Q: 3 clusters Score -573921.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -573921.375000 Penalty: 870.822876 Iteration 93Q: 3 clusters Score -573921.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -573922.687500 Penalty: 870.822876 Iteration 94Q: 3 clusters Score -573922.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -573922.562500 Penalty: 870.822876 Iteration 95Q: 3 clusters Score -573922.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -573922.562500 Penalty: 870.822876 Iteration 96Q: 3 clusters Score -573922.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -573922.625000 Penalty: 870.822876 Iteration 97Q: 3 clusters Score -573922.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 13295 members Entering Unmasked Estep Score: -573922.875000 Penalty: 870.822876 Iteration 98Q: 3 clusters Score -573922.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -573922.000000 Penalty: 870.822876 Iteration 99Q: 3 clusters Score -573922 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -573923.250000 Penalty: 870.822876 Iteration 100F: 3 clusters Score -573923.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -573923.875000 Penalty: 870.822876 Iteration 101Q: 3 clusters Score -573923.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 13310 members Entering Unmasked Estep Score: -573924.250000 Penalty: 870.822876 Iteration 102Q: 3 clusters Score -573924.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -573924.812500 Penalty: 870.822876 Iteration 103Q: 3 clusters Score -573924.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -573924.812500 Penalty: 870.822876 Iteration 104Q: 3 clusters Score -573924.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -573926.000000 Penalty: 870.822876 Iteration 105Q: 3 clusters Score -573926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 13324 members Entering Unmasked Estep Score: -573926.625000 Penalty: 870.822876 Iteration 106Q: 3 clusters Score -573926.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -573926.562500 Penalty: 870.822876 Iteration 107Q: 3 clusters Score -573926.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -573927.125000 Penalty: 870.822876 Iteration 108Q: 3 clusters Score -573927.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -573928.437500 Penalty: 870.822876 Iteration 109Q: 3 clusters Score -573928.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -573929.187500 Penalty: 870.822876 Iteration 110Q: 3 clusters Score -573929.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -573930.062500 Penalty: 870.822876 Iteration 111Q: 3 clusters Score -573930.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 13352 members Entering Unmasked Estep Score: -573929.500000 Penalty: 870.822876 Iteration 112Q: 3 clusters Score -573929.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -573930.875000 Penalty: 870.822876 Iteration 113Q: 3 clusters Score -573930.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -573930.750000 Penalty: 870.822876 Iteration 114Q: 3 clusters Score -573930.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -573930.750000 Penalty: 870.822876 Iteration 115Q: 3 clusters Score -573930.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -573932.000000 Penalty: 870.822876 Iteration 116Q: 3 clusters Score -573932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 13378 members Entering Unmasked Estep Score: -573932.750000 Penalty: 870.822876 Iteration 117Q: 3 clusters Score -573932.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 13383 members Entering Unmasked Estep Score: -573933.812500 Penalty: 870.822876 Iteration 118Q: 3 clusters Score -573933.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 13389 members Entering Unmasked Estep Score: -573934.625000 Penalty: 870.822876 Iteration 119Q: 3 clusters Score -573934.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -573935.437500 Penalty: 870.822876 Iteration 120F: 3 clusters Score -573935.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -573935.062500 Penalty: 870.822876 Iteration 121Q: 3 clusters Score -573935.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -573935.187500 Penalty: 870.822876 Iteration 122Q: 3 clusters Score -573935.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -573935.500000 Penalty: 870.822876 Iteration 123Q: 3 clusters Score -573935.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -573934.812500 Penalty: 870.822876 Iteration 124Q: 3 clusters Score -573934.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -573936.312500 Penalty: 870.822876 Iteration 125Q: 3 clusters Score -573936.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -573936.687500 Penalty: 870.822876 Iteration 126Q: 3 clusters Score -573936.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -573939.250000 Penalty: 870.822876 Iteration 127Q: 3 clusters Score -573939.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -573942.125000 Penalty: 870.822876 Iteration 128Q: 3 clusters Score -573942.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 13457 members Entering Unmasked Estep Score: -573944.750000 Penalty: 870.822876 Iteration 129Q: 3 clusters Score -573944.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -573944.375000 Penalty: 870.822876 Iteration 130Q: 3 clusters Score -573944.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 13474 members Entering Unmasked Estep Score: -573946.937500 Penalty: 870.822876 Iteration 131Q: 3 clusters Score -573946.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -573947.500000 Penalty: 870.822876 Iteration 132Q: 3 clusters Score -573947.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -573947.687500 Penalty: 870.822876 Iteration 133Q: 3 clusters Score -573947.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 13486 members Entering Unmasked Estep Score: -573948.187500 Penalty: 870.822876 Iteration 134Q: 3 clusters Score -573948.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -573948.562500 Penalty: 870.822876 Iteration 135Q: 3 clusters Score -573948.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -573949.125000 Penalty: 870.822876 Iteration 136Q: 3 clusters Score -573949.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -573949.125000 Penalty: 870.822876 Iteration 137Q: 3 clusters Score -573949.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -573950.562500 Penalty: 870.822876 Iteration 138Q: 3 clusters Score -573950.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -573950.500000 Penalty: 870.822876 Iteration 139Q: 3 clusters Score -573950.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -573951.000000 Penalty: 870.822876 Iteration 140F: 3 clusters Score -573951 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 13506 members Entering Unmasked Estep Score: -573951.187500 Penalty: 870.822876 Iteration 141Q: 3 clusters Score -573951.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -573953.500000 Penalty: 870.822876 Iteration 142Q: 3 clusters Score -573953.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -573955.062500 Penalty: 870.822876 Iteration 143Q: 3 clusters Score -573955.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 13528 members Entering Unmasked Estep Score: -573955.875000 Penalty: 870.822876 Iteration 144Q: 3 clusters Score -573955.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -573957.937500 Penalty: 870.822876 Iteration 145Q: 3 clusters Score -573957.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -573961.000000 Penalty: 870.822876 Iteration 146Q: 3 clusters Score -573961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -573962.937500 Penalty: 870.822876 Iteration 147Q: 3 clusters Score -573962.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -573965.625000 Penalty: 870.822876 Iteration 148Q: 3 clusters Score -573965.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -573966.625000 Penalty: 870.822876 Iteration 149Q: 3 clusters Score -573966.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 13581 members Entering Unmasked Estep Score: -573968.250000 Penalty: 870.822876 Iteration 150Q: 3 clusters Score -573968.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -573968.000000 Penalty: 870.822876 Iteration 151Q: 3 clusters Score -573968 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 13588 members Entering Unmasked Estep Score: -573968.375000 Penalty: 870.822876 Iteration 152Q: 3 clusters Score -573968.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -573968.812500 Penalty: 870.822876 Iteration 153Q: 3 clusters Score -573968.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -573968.875000 Penalty: 870.822876 Iteration 154Q: 3 clusters Score -573968.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -573969.625000 Penalty: 870.822876 Iteration 155Q: 3 clusters Score -573969.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 13600 members Entering Unmasked Estep Score: -573971.437500 Penalty: 870.822876 Iteration 156Q: 3 clusters Score -573971.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -573972.125000 Penalty: 870.822876 Iteration 157Q: 3 clusters Score -573972.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -573972.187500 Penalty: 870.822876 Iteration 158Q: 3 clusters Score -573972.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -573973.125000 Penalty: 870.822876 Iteration 159Q: 3 clusters Score -573973.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 13610 members Entering Unmasked Estep Score: -573973.312500 Penalty: 870.822876 Iteration 160F: 3 clusters Score -573973.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -573972.625000 Penalty: 870.822876 Iteration 161Q: 3 clusters Score -573972.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -573973.375000 Penalty: 870.822876 Iteration 162Q: 3 clusters Score -573973.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -573973.375000 Penalty: 870.822876 Iteration 163F: 3 clusters Score -573973.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Entering Unmasked Estep Score: -141750.031250 Penalty: 372.458771 Iteration 0F: 2 clusters Score -141750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -139273.218750 Penalty: 744.917542 Iteration 0F: 3 clusters Score -139273.2 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -140334.500000 Penalty: 744.917542 Iteration 1F: 3 clusters Score -140334.5 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -140648.328125 Penalty: 744.917542 Iteration 2F: 3 clusters Score -140648.3 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -141067.718750 Penalty: 744.917542 Iteration 3F: 3 clusters Score -141067.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -141386.875000 Penalty: 744.917542 Iteration 4F: 3 clusters Score -141386.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -141539.921875 Penalty: 744.917542 Iteration 5Q: 3 clusters Score -141539.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -141654.640625 Penalty: 744.917542 Iteration 6Q: 3 clusters Score -141654.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -141758.203125 Penalty: 744.917542 Iteration 7Q: 3 clusters Score -141758.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -141814.687500 Penalty: 744.917542 Iteration 8Q: 3 clusters Score -141814.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -141849.328125 Penalty: 744.917542 Iteration 9Q: 3 clusters Score -141849.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -141868.281250 Penalty: 744.917542 Iteration 10Q: 3 clusters Score -141868.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -141874.578125 Penalty: 744.917542 Iteration 11Q: 3 clusters Score -141874.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -141879.562500 Penalty: 744.917542 Iteration 12Q: 3 clusters Score -141879.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -141882.421875 Penalty: 744.917542 Iteration 13Q: 3 clusters Score -141882.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -141883.265625 Penalty: 744.917542 Iteration 14Q: 3 clusters Score -141883.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -141884.562500 Penalty: 744.917542 Iteration 15Q: 3 clusters Score -141884.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -141885.562500 Penalty: 744.917542 Iteration 16Q: 3 clusters Score -141885.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -141885.921875 Penalty: 744.917542 Iteration 17Q: 3 clusters Score -141885.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -141886.234375 Penalty: 744.917542 Iteration 18Q: 3 clusters Score -141886.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -141886.437500 Penalty: 744.917542 Iteration 19Q: 3 clusters Score -141886.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -141886.703125 Penalty: 744.917542 Iteration 20F: 3 clusters Score -141886.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -141886.953125 Penalty: 744.917542 Iteration 21Q: 3 clusters Score -141887 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -141886.953125 Penalty: 744.917542 Iteration 22F: 3 clusters Score -141887 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 71 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 2996 members Mstep: Class 30 contains 1944 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Mstep: Class 35 contains 113 members Mstep: Class 36 contains 472 members Mstep: Class 37 contains 213 members Mstep: Class 38 contains 594 members Entering Unmasked Estep Score: -14461196.000000 Penalty: 22276.623047 Splitting cluster 29 changes total score from -14460056.000000 to -14461196.000000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 30 (1944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Entering Unmasked Estep Score: -65179.222656 Penalty: 344.548889 Iteration 0F: 2 clusters Score -65179.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -63775.207031 Penalty: 689.097778 Iteration 0F: 3 clusters Score -63775.21 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -64228.636719 Penalty: 689.097778 Iteration 1F: 3 clusters Score -64228.64 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -64316.605469 Penalty: 689.097778 Iteration 2F: 3 clusters Score -64316.61 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -64406.761719 Penalty: 689.097778 Iteration 3F: 3 clusters Score -64406.76 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -64494.437500 Penalty: 689.097778 Iteration 4F: 3 clusters Score -64494.44 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -64576.261719 Penalty: 689.097778 Iteration 5F: 3 clusters Score -64576.26 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -64649.222656 Penalty: 689.097778 Iteration 6F: 3 clusters Score -64649.22 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -64707.457031 Penalty: 689.097778 Iteration 7Q: 3 clusters Score -64707.46 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -64756.582031 Penalty: 689.097778 Iteration 8Q: 3 clusters Score -64756.58 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -64794.761719 Penalty: 689.097778 Iteration 9Q: 3 clusters Score -64794.76 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -64824.550781 Penalty: 689.097778 Iteration 10Q: 3 clusters Score -64824.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -64842.511719 Penalty: 689.097778 Iteration 11Q: 3 clusters Score -64842.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -64857.023438 Penalty: 689.097778 Iteration 12Q: 3 clusters Score -64857.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -64869.492188 Penalty: 689.097778 Iteration 13Q: 3 clusters Score -64869.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -64880.617188 Penalty: 689.097778 Iteration 14Q: 3 clusters Score -64880.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -64888.074219 Penalty: 689.097778 Iteration 15Q: 3 clusters Score -64888.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -64895.992188 Penalty: 689.097778 Iteration 16Q: 3 clusters Score -64895.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -64901.750000 Penalty: 689.097778 Iteration 17Q: 3 clusters Score -64901.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -64903.902344 Penalty: 689.097778 Iteration 18Q: 3 clusters Score -64903.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -64911.703125 Penalty: 689.097778 Iteration 19Q: 3 clusters Score -64911.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -64917.984375 Penalty: 689.097778 Iteration 20F: 3 clusters Score -64917.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -64921.089844 Penalty: 689.097778 Iteration 21Q: 3 clusters Score -64921.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -64923.035156 Penalty: 689.097778 Iteration 22Q: 3 clusters Score -64923.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -64925.593750 Penalty: 689.097778 Iteration 23Q: 3 clusters Score -64925.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -64927.402344 Penalty: 689.097778 Iteration 24Q: 3 clusters Score -64927.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -64929.921875 Penalty: 689.097778 Iteration 25Q: 3 clusters Score -64929.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -64934.222656 Penalty: 689.097778 Iteration 26Q: 3 clusters Score -64934.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -64936.882812 Penalty: 689.097778 Iteration 27Q: 3 clusters Score -64936.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -64940.449219 Penalty: 689.097778 Iteration 28Q: 3 clusters Score -64940.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -64944.292969 Penalty: 689.097778 Iteration 29Q: 3 clusters Score -64944.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -64956.867188 Penalty: 689.097778 Iteration 30Q: 3 clusters Score -64956.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -64978.375000 Penalty: 689.097778 Iteration 31Q: 3 clusters Score -64978.38 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -65024.039062 Penalty: 689.097778 Iteration 32Q: 3 clusters Score -65024.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -65128.859375 Penalty: 689.097778 Iteration 33Q: 3 clusters Score -65128.86 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -65312.578125 Penalty: 689.097778 Iteration 34Q: 3 clusters Score -65312.58 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -65440.128906 Penalty: 689.097778 Iteration 35Q: 3 clusters Score -65440.13 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -65474.816406 Penalty: 689.097778 Iteration 36Q: 3 clusters Score -65474.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65478.308594 Penalty: 689.097778 Iteration 37Q: 3 clusters Score -65478.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -65478.507812 Penalty: 689.097778 Iteration 38Q: 3 clusters Score -65478.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -65496.933594 Penalty: 689.097778 Iteration 39F: 3 clusters Score -65496.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -65512.800781 Penalty: 689.097778 Iteration 40F: 3 clusters Score -65512.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65517.246094 Penalty: 689.097778 Iteration 41Q: 3 clusters Score -65517.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -65518.726562 Penalty: 689.097778 Iteration 42Q: 3 clusters Score -65518.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65518.996094 Penalty: 689.097778 Iteration 43Q: 3 clusters Score -65519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65518.996094 Penalty: 689.097778 Iteration 44F: 3 clusters Score -65519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 71 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 2996 members Mstep: Class 30 contains 1568 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 7730 members Mstep: Class 35 contains 113 members Mstep: Class 36 contains 472 members Mstep: Class 37 contains 213 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 376 members Entering Unmasked Estep Score: -14461305.000000 Penalty: 22862.851562 Splitting cluster 30 changes total score from -14460056.000000 to -14461305.000000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 31 (4904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Entering Unmasked Estep Score: -185649.484375 Penalty: 386.650208 Iteration 0F: 2 clusters Score -185649.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -182376.187500 Penalty: 773.300415 Iteration 0F: 3 clusters Score -182376.2 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -183645.921875 Penalty: 773.300415 Iteration 1F: 3 clusters Score -183645.9 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -183870.875000 Penalty: 773.300415 Iteration 2F: 3 clusters Score -183870.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -184139.515625 Penalty: 773.300415 Iteration 3F: 3 clusters Score -184139.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -184426.515625 Penalty: 773.300415 Iteration 4F: 3 clusters Score -184426.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -184698.984375 Penalty: 773.300415 Iteration 5F: 3 clusters Score -184699 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -184884.453125 Penalty: 773.300415 Iteration 6F: 3 clusters Score -184884.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -184991.500000 Penalty: 773.300415 Iteration 7Q: 3 clusters Score -184991.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -185056.593750 Penalty: 773.300415 Iteration 8Q: 3 clusters Score -185056.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -185098.937500 Penalty: 773.300415 Iteration 9Q: 3 clusters Score -185098.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -185134.125000 Penalty: 773.300415 Iteration 10Q: 3 clusters Score -185134.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -185169.687500 Penalty: 773.300415 Iteration 11Q: 3 clusters Score -185169.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -185209.125000 Penalty: 773.300415 Iteration 12Q: 3 clusters Score -185209.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -185254.500000 Penalty: 773.300415 Iteration 13Q: 3 clusters Score -185254.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -185294.937500 Penalty: 773.300415 Iteration 14Q: 3 clusters Score -185294.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -185325.546875 Penalty: 773.300415 Iteration 15Q: 3 clusters Score -185325.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -185349.875000 Penalty: 773.300415 Iteration 16Q: 3 clusters Score -185349.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -185384.828125 Penalty: 773.300415 Iteration 17Q: 3 clusters Score -185384.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -185427.421875 Penalty: 773.300415 Iteration 18Q: 3 clusters Score -185427.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -185467.125000 Penalty: 773.300415 Iteration 19Q: 3 clusters Score -185467.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -185496.687500 Penalty: 773.300415 Iteration 20F: 3 clusters Score -185496.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -185515.859375 Penalty: 773.300415 Iteration 21Q: 3 clusters Score -185515.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -185523.421875 Penalty: 773.300415 Iteration 22Q: 3 clusters Score -185523.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -185525.625000 Penalty: 773.300415 Iteration 23Q: 3 clusters Score -185525.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -185526.921875 Penalty: 773.300415 Iteration 24Q: 3 clusters Score -185526.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -185528.062500 Penalty: 773.300415 Iteration 25Q: 3 clusters Score -185528.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -185528.296875 Penalty: 773.300415 Iteration 26Q: 3 clusters Score -185528.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -185528.453125 Penalty: 773.300415 Iteration 27Q: 3 clusters Score -185528.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -185528.453125 Penalty: 773.300415 Iteration 28F: 3 clusters Score -185528.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Entering Unmasked Estep Score: -69852.679688 Penalty: 338.978607 Iteration 0F: 2 clusters Score -69852.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -68588.218750 Penalty: 677.957214 Iteration 0F: 3 clusters Score -68588.22 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -68975.414062 Penalty: 677.957214 Iteration 1F: 3 clusters Score -68975.41 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -69049.734375 Penalty: 677.957214 Iteration 2F: 3 clusters Score -69049.73 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -69114.593750 Penalty: 677.957214 Iteration 3F: 3 clusters Score -69114.59 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -69184.710938 Penalty: 677.957214 Iteration 4F: 3 clusters Score -69184.71 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -69247.757812 Penalty: 677.957214 Iteration 5F: 3 clusters Score -69247.76 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -69298.523438 Penalty: 677.957214 Iteration 6F: 3 clusters Score -69298.52 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -69348.164062 Penalty: 677.957214 Iteration 7Q: 3 clusters Score -69348.16 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -69388.492188 Penalty: 677.957214 Iteration 8Q: 3 clusters Score -69388.49 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -69419.171875 Penalty: 677.957214 Iteration 9Q: 3 clusters Score -69419.17 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -69446.421875 Penalty: 677.957214 Iteration 10Q: 3 clusters Score -69446.42 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -69471.023438 Penalty: 677.957214 Iteration 11Q: 3 clusters Score -69471.02 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -69501.148438 Penalty: 677.957214 Iteration 12Q: 3 clusters Score -69501.15 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -69532.210938 Penalty: 677.957214 Iteration 13Q: 3 clusters Score -69532.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -69556.507812 Penalty: 677.957214 Iteration 14Q: 3 clusters Score -69556.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -69574.820312 Penalty: 677.957214 Iteration 15Q: 3 clusters Score -69574.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -69592.523438 Penalty: 677.957214 Iteration 16Q: 3 clusters Score -69592.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -69603.078125 Penalty: 677.957214 Iteration 17Q: 3 clusters Score -69603.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -69612.164062 Penalty: 677.957214 Iteration 18Q: 3 clusters Score -69612.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -69616.429688 Penalty: 677.957214 Iteration 19Q: 3 clusters Score -69616.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -69617.617188 Penalty: 677.957214 Iteration 20F: 3 clusters Score -69617.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -69621.593750 Penalty: 677.957214 Iteration 21Q: 3 clusters Score -69621.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -69623.976562 Penalty: 677.957214 Iteration 22Q: 3 clusters Score -69623.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -69628.820312 Penalty: 677.957214 Iteration 23Q: 3 clusters Score -69628.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -69635.695312 Penalty: 677.957214 Iteration 24Q: 3 clusters Score -69635.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -69638.187500 Penalty: 677.957214 Iteration 25Q: 3 clusters Score -69638.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -69639.093750 Penalty: 677.957214 Iteration 26Q: 3 clusters Score -69639.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -69639.500000 Penalty: 677.957214 Iteration 27Q: 3 clusters Score -69639.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -69639.500000 Penalty: 677.957214 Iteration 28F: 3 clusters Score -69639.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (6843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Entering Unmasked Estep Score: -260149.000000 Penalty: 401.809662 Iteration 0F: 2 clusters Score -260149 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -255610.937500 Penalty: 803.619324 Iteration 0F: 3 clusters Score -255610.9 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -257458.390625 Penalty: 803.619324 Iteration 1F: 3 clusters Score -257458.4 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -257676.125000 Penalty: 803.619324 Iteration 2F: 3 clusters Score -257676.1 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -257945.562500 Penalty: 803.619324 Iteration 3F: 3 clusters Score -257945.6 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -258336.968750 Penalty: 803.619324 Iteration 4F: 3 clusters Score -258337 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -258801.187500 Penalty: 803.619324 Iteration 5F: 3 clusters Score -258801.2 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -259193.390625 Penalty: 803.619324 Iteration 6F: 3 clusters Score -259193.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -259465.468750 Penalty: 803.619324 Iteration 7Q: 3 clusters Score -259465.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -259607.906250 Penalty: 803.619324 Iteration 8Q: 3 clusters Score -259607.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -259687.671875 Penalty: 803.619324 Iteration 9Q: 3 clusters Score -259687.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -259736.437500 Penalty: 803.619324 Iteration 10Q: 3 clusters Score -259736.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -259774.390625 Penalty: 803.619324 Iteration 11Q: 3 clusters Score -259774.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -259804.140625 Penalty: 803.619324 Iteration 12Q: 3 clusters Score -259804.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -259827.906250 Penalty: 803.619324 Iteration 13Q: 3 clusters Score -259827.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -259834.484375 Penalty: 803.619324 Iteration 14Q: 3 clusters Score -259834.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -259838.609375 Penalty: 803.619324 Iteration 15Q: 3 clusters Score -259838.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -259839.906250 Penalty: 803.619324 Iteration 16Q: 3 clusters Score -259839.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -259840.687500 Penalty: 803.619324 Iteration 17Q: 3 clusters Score -259840.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -259841.078125 Penalty: 803.619324 Iteration 18Q: 3 clusters Score -259841.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -259842.281250 Penalty: 803.619324 Iteration 19Q: 3 clusters Score -259842.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -259842.625000 Penalty: 803.619324 Iteration 20F: 3 clusters Score -259842.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -259842.578125 Penalty: 803.619324 Iteration 21Q: 3 clusters Score -259842.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -259843.265625 Penalty: 803.619324 Iteration 22Q: 3 clusters Score -259843.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -259843.265625 Penalty: 803.619324 Iteration 23F: 3 clusters Score -259843.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 7257 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19008 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 90030 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 35121 members Mstep: Class 11 contains 9455 members Mstep: Class 12 contains 2011 members Mstep: Class 13 contains 57218 members Mstep: Class 14 contains 17584 members Mstep: Class 15 contains 607 members Mstep: Class 16 contains 33352 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3393 members Mstep: Class 21 contains 2194 members Mstep: Class 22 contains 12954 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4191 members Mstep: Class 25 contains 1269 members Mstep: Class 26 contains 28063 members Mstep: Class 27 contains 71 members Mstep: Class 28 contains 14321 members Mstep: Class 29 contains 2996 members Mstep: Class 30 contains 1568 members Mstep: Class 31 contains 4904 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6843 members Entering Unmasked Estep ConsiderDeletion Score: -14462078.000000 Penalty: 22862.851562 Iteration 79Q: 40 clusters Score -1.446208e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 7275 members Mstep: Class 4 contains 4386 members Mstep: Class 5 contains 19013 members Mstep: Class 6 contains 1290 members Mstep: Class 7 contains 90031 members Mstep: Class 8 contains 3204 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 35130 members Mstep: Class 11 contains 9524 members Mstep: Class 12 contains 2010 members Mstep: Class 13 contains 57244 members Mstep: Class 14 contains 17641 members Mstep: Class 15 contains 667 members Mstep: Class 16 contains 33356 members Mstep: Class 17 contains 746 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8197 members Mstep: Class 20 contains 3395 members Mstep: Class 21 contains 2189 members Mstep: Class 22 contains 12967 members Mstep: Class 23 contains 887 members Mstep: Class 24 contains 4199 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 27910 members Mstep: Class 27 contains 74 members Mstep: Class 28 contains 14338 members Mstep: Class 29 contains 2993 members Mstep: Class 30 contains 1565 members Mstep: Class 31 contains 4900 members Mstep: Class 32 contains 1717 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 7456 members Mstep: Class 35 contains 110 members Mstep: Class 36 contains 439 members Mstep: Class 37 contains 213 members Mstep: Class 38 contains 576 members Mstep: Class 39 contains 402 members Entering Unmasked Estep ConsiderDeletion Score: -14463668.000000 Penalty: 22862.851562 Iteration 80F: 40 clusters Score -1.446367e+07 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 1118 members Mstep: Class 3 contains 7266 members Mstep: Class 4 contains 4384 members Mstep: Class 5 contains 18901 members Mstep: Class 6 contains 1407 members Mstep: Class 7 contains 89874 members Mstep: Class 8 contains 3186 members Mstep: Class 9 contains 5154 members Mstep: Class 10 contains 35050 members Mstep: Class 11 contains 9551 members Mstep: Class 12 contains 1996 members Mstep: Class 13 contains 57164 members Mstep: Class 14 contains 17616 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 33331 members Mstep: Class 17 contains 752 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8142 members Mstep: Class 20 contains 3367 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12885 members Mstep: Class 23 contains 866 members Mstep: Class 24 contains 4203 members Mstep: Class 25 contains 1191 members Mstep: Class 26 contains 27828 members Mstep: Class 27 contains 81 members Mstep: Class 28 contains 14288 members Mstep: Class 29 contains 2982 members Mstep: Class 30 contains 1563 members Mstep: Class 31 contains 4895 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 8120 members Mstep: Class 35 contains 155 members Mstep: Class 36 contains 458 members Mstep: Class 37 contains 227 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -14464377.000000 Penalty: 22862.851562 Iteration 81Q: 40 clusters Score -1.446438e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 7253 members Mstep: Class 4 contains 4383 members Mstep: Class 5 contains 18831 members Mstep: Class 6 contains 1509 members Mstep: Class 7 contains 89759 members Mstep: Class 8 contains 3184 members Mstep: Class 9 contains 5143 members Mstep: Class 10 contains 34985 members Mstep: Class 11 contains 9565 members Mstep: Class 12 contains 1991 members Mstep: Class 13 contains 57096 members Mstep: Class 14 contains 17618 members Mstep: Class 15 contains 730 members Mstep: Class 16 contains 33333 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8100 members Mstep: Class 20 contains 3339 members Mstep: Class 21 contains 2158 members Mstep: Class 22 contains 12846 members Mstep: Class 23 contains 856 members Mstep: Class 24 contains 4208 members Mstep: Class 25 contains 1153 members Mstep: Class 26 contains 27762 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14254 members Mstep: Class 29 contains 2976 members Mstep: Class 30 contains 1554 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 8581 members Mstep: Class 35 contains 153 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 231 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 421 members Entering Unmasked Estep ConsiderDeletion Score: -14464444.000000 Penalty: 22862.851562 Iteration 82Q: 40 clusters Score -1.446444e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1112 members Mstep: Class 3 contains 7239 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18784 members Mstep: Class 6 contains 1588 members Mstep: Class 7 contains 89706 members Mstep: Class 8 contains 3181 members Mstep: Class 9 contains 5146 members Mstep: Class 10 contains 34942 members Mstep: Class 11 contains 9575 members Mstep: Class 12 contains 1987 members Mstep: Class 13 contains 57033 members Mstep: Class 14 contains 17627 members Mstep: Class 15 contains 753 members Mstep: Class 16 contains 33331 members Mstep: Class 17 contains 757 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8057 members Mstep: Class 20 contains 3320 members Mstep: Class 21 contains 2159 members Mstep: Class 22 contains 12827 members Mstep: Class 23 contains 852 members Mstep: Class 24 contains 4215 members Mstep: Class 25 contains 1124 members Mstep: Class 26 contains 27727 members Mstep: Class 27 contains 87 members Mstep: Class 28 contains 14234 members Mstep: Class 29 contains 2975 members Mstep: Class 30 contains 1547 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1720 members Mstep: Class 33 contains 6845 members Mstep: Class 34 contains 8844 members Mstep: Class 35 contains 149 members Mstep: Class 36 contains 461 members Mstep: Class 37 contains 235 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -14464591.000000 Penalty: 22862.851562 Iteration 83Q: 40 clusters Score -1.446459e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1112 members Mstep: Class 3 contains 7229 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18746 members Mstep: Class 6 contains 1636 members Mstep: Class 7 contains 89667 members Mstep: Class 8 contains 3176 members Mstep: Class 9 contains 5146 members Mstep: Class 10 contains 34924 members Mstep: Class 11 contains 9586 members Mstep: Class 12 contains 1985 members Mstep: Class 13 contains 56986 members Mstep: Class 14 contains 17637 members Mstep: Class 15 contains 772 members Mstep: Class 16 contains 33331 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8019 members Mstep: Class 20 contains 3306 members Mstep: Class 21 contains 2162 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 850 members Mstep: Class 24 contains 4215 members Mstep: Class 25 contains 1106 members Mstep: Class 26 contains 27696 members Mstep: Class 27 contains 87 members Mstep: Class 28 contains 14218 members Mstep: Class 29 contains 2979 members Mstep: Class 30 contains 1545 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9041 members Mstep: Class 35 contains 147 members Mstep: Class 36 contains 461 members Mstep: Class 37 contains 237 members Mstep: Class 38 contains 590 members Mstep: Class 39 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -14464646.000000 Penalty: 22862.851562 Iteration 84Q: 40 clusters Score -1.446465e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1112 members Mstep: Class 3 contains 7223 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18718 members Mstep: Class 6 contains 1682 members Mstep: Class 7 contains 89639 members Mstep: Class 8 contains 3170 members Mstep: Class 9 contains 5151 members Mstep: Class 10 contains 34902 members Mstep: Class 11 contains 9591 members Mstep: Class 12 contains 1983 members Mstep: Class 13 contains 56958 members Mstep: Class 14 contains 17649 members Mstep: Class 15 contains 787 members Mstep: Class 16 contains 33330 members Mstep: Class 17 contains 759 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7996 members Mstep: Class 20 contains 3304 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 4218 members Mstep: Class 25 contains 1090 members Mstep: Class 26 contains 27668 members Mstep: Class 27 contains 87 members Mstep: Class 28 contains 14202 members Mstep: Class 29 contains 2989 members Mstep: Class 30 contains 1536 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9156 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 461 members Mstep: Class 37 contains 239 members Mstep: Class 38 contains 588 members Mstep: Class 39 contains 436 members Entering Unmasked Estep ConsiderDeletion Score: -14464704.000000 Penalty: 22862.851562 Iteration 85Q: 40 clusters Score -1.44647e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1112 members Mstep: Class 3 contains 7221 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18692 members Mstep: Class 6 contains 1723 members Mstep: Class 7 contains 89619 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5156 members Mstep: Class 10 contains 34880 members Mstep: Class 11 contains 9597 members Mstep: Class 12 contains 1978 members Mstep: Class 13 contains 56944 members Mstep: Class 14 contains 17656 members Mstep: Class 15 contains 801 members Mstep: Class 16 contains 33329 members Mstep: Class 17 contains 759 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7980 members Mstep: Class 20 contains 3304 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 4222 members Mstep: Class 25 contains 1074 members Mstep: Class 26 contains 27650 members Mstep: Class 27 contains 87 members Mstep: Class 28 contains 14197 members Mstep: Class 29 contains 2993 members Mstep: Class 30 contains 1526 members Mstep: Class 31 contains 4892 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6845 members Mstep: Class 34 contains 9226 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 244 members Mstep: Class 38 contains 588 members Mstep: Class 39 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -14464727.000000 Penalty: 22862.851562 Iteration 86Q: 40 clusters Score -1.446473e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1114 members Mstep: Class 3 contains 7216 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18671 members Mstep: Class 6 contains 1746 members Mstep: Class 7 contains 89605 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5160 members Mstep: Class 10 contains 34871 members Mstep: Class 11 contains 9601 members Mstep: Class 12 contains 1976 members Mstep: Class 13 contains 56941 members Mstep: Class 14 contains 17669 members Mstep: Class 15 contains 816 members Mstep: Class 16 contains 33327 members Mstep: Class 17 contains 759 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7964 members Mstep: Class 20 contains 3300 members Mstep: Class 21 contains 2164 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 4222 members Mstep: Class 25 contains 1059 members Mstep: Class 26 contains 27643 members Mstep: Class 27 contains 87 members Mstep: Class 28 contains 14193 members Mstep: Class 29 contains 2996 members Mstep: Class 30 contains 1511 members Mstep: Class 31 contains 4892 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6845 members Mstep: Class 34 contains 9273 members Mstep: Class 35 contains 142 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 246 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 442 members Entering Unmasked Estep ConsiderDeletion Score: -14464731.000000 Penalty: 22862.851562 Iteration 87Q: 40 clusters Score -1.446473e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1113 members Mstep: Class 3 contains 7216 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18659 members Mstep: Class 6 contains 1765 members Mstep: Class 7 contains 89599 members Mstep: Class 8 contains 3171 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34861 members Mstep: Class 11 contains 9604 members Mstep: Class 12 contains 1974 members Mstep: Class 13 contains 56929 members Mstep: Class 14 contains 17686 members Mstep: Class 15 contains 826 members Mstep: Class 16 contains 33326 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7953 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 4218 members Mstep: Class 25 contains 1054 members Mstep: Class 26 contains 27635 members Mstep: Class 27 contains 86 members Mstep: Class 28 contains 14186 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1503 members Mstep: Class 31 contains 4891 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9301 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 248 members Mstep: Class 38 contains 588 members Mstep: Class 39 contains 444 members Entering Unmasked Estep ConsiderDeletion Score: -14464728.000000 Penalty: 22862.851562 Iteration 88Q: 40 clusters Score -1.446473e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1114 members Mstep: Class 3 contains 7216 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18649 members Mstep: Class 6 contains 1786 members Mstep: Class 7 contains 89595 members Mstep: Class 8 contains 3174 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34851 members Mstep: Class 11 contains 9609 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56919 members Mstep: Class 14 contains 17692 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 33326 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7945 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2164 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4217 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 27622 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 2999 members Mstep: Class 30 contains 1503 members Mstep: Class 31 contains 4891 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9336 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -14464710.000000 Penalty: 22862.851562 Iteration 89Q: 40 clusters Score -1.446471e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 7217 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18635 members Mstep: Class 6 contains 1812 members Mstep: Class 7 contains 89596 members Mstep: Class 8 contains 3174 members Mstep: Class 9 contains 5163 members Mstep: Class 10 contains 34841 members Mstep: Class 11 contains 9616 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56917 members Mstep: Class 14 contains 17693 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 33322 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3294 members Mstep: Class 21 contains 2164 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4223 members Mstep: Class 25 contains 1033 members Mstep: Class 26 contains 27609 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14179 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1506 members Mstep: Class 31 contains 4892 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9354 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 450 members Entering Unmasked Estep ConsiderDeletion Score: -14464752.000000 Penalty: 22862.851562 Iteration 90Q: 40 clusters Score -1.446475e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 7216 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18623 members Mstep: Class 6 contains 1833 members Mstep: Class 7 contains 89592 members Mstep: Class 8 contains 3174 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34836 members Mstep: Class 11 contains 9622 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56910 members Mstep: Class 14 contains 17699 members Mstep: Class 15 contains 832 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7933 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4231 members Mstep: Class 25 contains 1021 members Mstep: Class 26 contains 27603 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14175 members Mstep: Class 29 contains 2997 members Mstep: Class 30 contains 1510 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9362 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464779.000000 Penalty: 22862.851562 Iteration 91Q: 40 clusters Score -1.446478e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 7214 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18614 members Mstep: Class 6 contains 1848 members Mstep: Class 7 contains 89586 members Mstep: Class 8 contains 3175 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34834 members Mstep: Class 11 contains 9628 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56912 members Mstep: Class 14 contains 17705 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7927 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4232 members Mstep: Class 25 contains 1014 members Mstep: Class 26 contains 27592 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14169 members Mstep: Class 29 contains 2997 members Mstep: Class 30 contains 1511 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6841 members Mstep: Class 34 contains 9378 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464761.000000 Penalty: 22862.851562 Iteration 92Q: 40 clusters Score -1.446476e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1108 members Mstep: Class 3 contains 7211 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18604 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 89581 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 5161 members Mstep: Class 10 contains 34827 members Mstep: Class 11 contains 9636 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56909 members Mstep: Class 14 contains 17712 members Mstep: Class 15 contains 833 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7926 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4233 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 27573 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14166 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1508 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9398 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464795.000000 Penalty: 22862.851562 Iteration 93Q: 40 clusters Score -1.44648e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1108 members Mstep: Class 3 contains 7206 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18596 members Mstep: Class 6 contains 1887 members Mstep: Class 7 contains 89575 members Mstep: Class 8 contains 3178 members Mstep: Class 9 contains 5159 members Mstep: Class 10 contains 34821 members Mstep: Class 11 contains 9645 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56909 members Mstep: Class 14 contains 17714 members Mstep: Class 15 contains 837 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7931 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4236 members Mstep: Class 25 contains 999 members Mstep: Class 26 contains 27555 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14166 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1505 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6843 members Mstep: Class 34 contains 9414 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464822.000000 Penalty: 22862.851562 Iteration 94Q: 40 clusters Score -1.446482e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 7203 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18596 members Mstep: Class 6 contains 1897 members Mstep: Class 7 contains 89569 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 5156 members Mstep: Class 10 contains 34814 members Mstep: Class 11 contains 9654 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56909 members Mstep: Class 14 contains 17716 members Mstep: Class 15 contains 840 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7931 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4238 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27542 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14170 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1503 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9427 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464813.000000 Penalty: 22862.851562 Iteration 95Q: 40 clusters Score -1.446481e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18593 members Mstep: Class 6 contains 1899 members Mstep: Class 7 contains 89564 members Mstep: Class 8 contains 3176 members Mstep: Class 9 contains 5154 members Mstep: Class 10 contains 34812 members Mstep: Class 11 contains 9667 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56910 members Mstep: Class 14 contains 17717 members Mstep: Class 15 contains 843 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4238 members Mstep: Class 25 contains 988 members Mstep: Class 26 contains 27526 members Mstep: Class 27 contains 85 members Mstep: Class 28 contains 14169 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1500 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9436 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464834.000000 Penalty: 22862.851562 Iteration 96Q: 40 clusters Score -1.446483e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 7199 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18589 members Mstep: Class 6 contains 1902 members Mstep: Class 7 contains 89559 members Mstep: Class 8 contains 3178 members Mstep: Class 9 contains 5153 members Mstep: Class 10 contains 34809 members Mstep: Class 11 contains 9684 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56910 members Mstep: Class 14 contains 17722 members Mstep: Class 15 contains 845 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7939 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4239 members Mstep: Class 25 contains 985 members Mstep: Class 26 contains 27502 members Mstep: Class 27 contains 86 members Mstep: Class 28 contains 14169 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1500 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9440 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464845.000000 Penalty: 22862.851562 Iteration 97Q: 40 clusters Score -1.446484e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 7198 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18589 members Mstep: Class 6 contains 1908 members Mstep: Class 7 contains 89555 members Mstep: Class 8 contains 3180 members Mstep: Class 9 contains 5155 members Mstep: Class 10 contains 34806 members Mstep: Class 11 contains 9703 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 56905 members Mstep: Class 14 contains 17724 members Mstep: Class 15 contains 848 members Mstep: Class 16 contains 33319 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7941 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4236 members Mstep: Class 25 contains 983 members Mstep: Class 26 contains 27472 members Mstep: Class 27 contains 90 members Mstep: Class 28 contains 14172 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1497 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9441 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464862.000000 Penalty: 22862.851562 Iteration 98Q: 40 clusters Score -1.446486e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 7196 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18583 members Mstep: Class 6 contains 1909 members Mstep: Class 7 contains 89555 members Mstep: Class 8 contains 3182 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34805 members Mstep: Class 11 contains 9721 members Mstep: Class 12 contains 1974 members Mstep: Class 13 contains 56908 members Mstep: Class 14 contains 17723 members Mstep: Class 15 contains 849 members Mstep: Class 16 contains 33318 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7940 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4238 members Mstep: Class 25 contains 983 members Mstep: Class 26 contains 27448 members Mstep: Class 27 contains 91 members Mstep: Class 28 contains 14171 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1497 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9441 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 249 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464885.000000 Penalty: 22862.851562 Iteration 99Q: 40 clusters Score -1.446488e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7195 members Mstep: Class 4 contains 4381 members Mstep: Class 5 contains 18579 members Mstep: Class 6 contains 1912 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3179 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34804 members Mstep: Class 11 contains 9737 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56913 members Mstep: Class 14 contains 17725 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33317 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7940 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4241 members Mstep: Class 25 contains 982 members Mstep: Class 26 contains 27426 members Mstep: Class 27 contains 92 members Mstep: Class 28 contains 14171 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9444 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -14464880.000000 Penalty: 22862.851562 Iteration 100F: 40 clusters Score -1.446488e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7193 members Mstep: Class 4 contains 4379 members Mstep: Class 5 contains 18571 members Mstep: Class 6 contains 1911 members Mstep: Class 7 contains 89553 members Mstep: Class 8 contains 3178 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34804 members Mstep: Class 11 contains 9751 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56919 members Mstep: Class 14 contains 17724 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33317 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7939 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2164 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 982 members Mstep: Class 26 contains 27411 members Mstep: Class 27 contains 95 members Mstep: Class 28 contains 14172 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4894 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9446 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 452 members Entering Unmasked Estep ConsiderDeletion Score: -14464888.000000 Penalty: 22862.851562 Iteration 101Q: 40 clusters Score -1.446489e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7192 members Mstep: Class 4 contains 4377 members Mstep: Class 5 contains 18568 members Mstep: Class 6 contains 1914 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34803 members Mstep: Class 11 contains 9757 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56917 members Mstep: Class 14 contains 17722 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33315 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7938 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 983 members Mstep: Class 26 contains 27399 members Mstep: Class 27 contains 96 members Mstep: Class 28 contains 14174 members Mstep: Class 29 contains 3001 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9451 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 460 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 455 members Entering Unmasked Estep ConsiderDeletion Score: -14464892.000000 Penalty: 22862.851562 Iteration 102Q: 40 clusters Score -1.446489e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7191 members Mstep: Class 4 contains 4374 members Mstep: Class 5 contains 18563 members Mstep: Class 6 contains 1918 members Mstep: Class 7 contains 89553 members Mstep: Class 8 contains 3174 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34803 members Mstep: Class 11 contains 9766 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56918 members Mstep: Class 14 contains 17722 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33314 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 7937 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 982 members Mstep: Class 26 contains 27387 members Mstep: Class 27 contains 99 members Mstep: Class 28 contains 14176 members Mstep: Class 29 contains 3003 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6844 members Mstep: Class 34 contains 9454 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 459 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -14464907.000000 Penalty: 22862.851562 Iteration 103Q: 40 clusters Score -1.446491e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18557 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3171 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9775 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56922 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33314 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 981 members Mstep: Class 26 contains 27376 members Mstep: Class 27 contains 99 members Mstep: Class 28 contains 14176 members Mstep: Class 29 contains 3003 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6845 members Mstep: Class 34 contains 9459 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 457 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464908.000000 Penalty: 22862.851562 Iteration 104Q: 40 clusters Score -1.446491e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7191 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18552 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3169 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9784 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56926 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33315 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 981 members Mstep: Class 26 contains 27368 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14176 members Mstep: Class 29 contains 3005 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6845 members Mstep: Class 34 contains 9459 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 456 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464898.000000 Penalty: 22862.851562 Iteration 105Q: 40 clusters Score -1.44649e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7193 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18550 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9791 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56928 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27360 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14176 members Mstep: Class 29 contains 3007 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9459 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464896.000000 Penalty: 22862.851562 Iteration 106Q: 40 clusters Score -1.44649e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7192 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18549 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3168 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9791 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56926 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27359 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14177 members Mstep: Class 29 contains 3007 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9460 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464890.000000 Penalty: 22862.851562 Iteration 107Q: 40 clusters Score -1.446489e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7192 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18547 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9790 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56926 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27359 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14178 members Mstep: Class 29 contains 3007 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9462 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464894.000000 Penalty: 22862.851562 Iteration 108Q: 40 clusters Score -1.446489e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7192 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18543 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9791 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56929 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27358 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14177 members Mstep: Class 29 contains 3008 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9462 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464883.000000 Penalty: 22862.851562 Iteration 109Q: 40 clusters Score -1.446488e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7191 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18538 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89554 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9793 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56934 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27356 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14178 members Mstep: Class 29 contains 3009 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9461 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464891.000000 Penalty: 22862.851562 Iteration 110Q: 40 clusters Score -1.446489e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7189 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18531 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89553 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9797 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56939 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7936 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27352 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14180 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9465 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464892.000000 Penalty: 22862.851562 Iteration 111Q: 40 clusters Score -1.446489e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7188 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18529 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9802 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56940 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27347 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9468 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464893.000000 Penalty: 22862.851562 Iteration 112Q: 40 clusters Score -1.446489e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7189 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18529 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34801 members Mstep: Class 11 contains 9805 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56938 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27344 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9470 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464887.000000 Penalty: 22862.851562 Iteration 113Q: 40 clusters Score -1.446489e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18529 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9809 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12812 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27340 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9473 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464886.000000 Penalty: 22862.851562 Iteration 114Q: 40 clusters Score -1.446489e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9812 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12811 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27336 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9475 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464887.000000 Penalty: 22862.851562 Iteration 115Q: 40 clusters Score -1.446489e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9813 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12810 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27335 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9476 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464890.000000 Penalty: 22862.851562 Iteration 116Q: 40 clusters Score -1.446489e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9815 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27333 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464888.000000 Penalty: 22862.851562 Iteration 117Q: 40 clusters Score -1.446489e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 17720 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27332 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14464890.000000 Penalty: 22862.851562 Iteration 118Q: 40 clusters Score -1.446489e+07 nChanged 0 Entering ConstructFrom: Score: -14464890.000000 Penalty: 22862.851562 Entering ConstructFrom: Trying to split cluster 1 (2829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Entering Unmasked Estep Score: -106275.906250 Penalty: 361.619385 Iteration 0F: 2 clusters Score -106275.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -104339.156250 Penalty: 723.238770 Iteration 0F: 3 clusters Score -104339.2 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -105045.125000 Penalty: 723.238770 Iteration 1F: 3 clusters Score -105045.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -105220.703125 Penalty: 723.238770 Iteration 2F: 3 clusters Score -105220.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -105471.804688 Penalty: 723.238770 Iteration 3F: 3 clusters Score -105471.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -105820.390625 Penalty: 723.238770 Iteration 4F: 3 clusters Score -105820.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -106042.351562 Penalty: 723.238770 Iteration 5F: 3 clusters Score -106042.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -106140.429688 Penalty: 723.238770 Iteration 6Q: 3 clusters Score -106140.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -106184.828125 Penalty: 723.238770 Iteration 7Q: 3 clusters Score -106184.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -106207.820312 Penalty: 723.238770 Iteration 8Q: 3 clusters Score -106207.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -106219.796875 Penalty: 723.238770 Iteration 9Q: 3 clusters Score -106219.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -106224.593750 Penalty: 723.238770 Iteration 10Q: 3 clusters Score -106224.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -106227.554688 Penalty: 723.238770 Iteration 11Q: 3 clusters Score -106227.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -106229.843750 Penalty: 723.238770 Iteration 12Q: 3 clusters Score -106229.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -106232.062500 Penalty: 723.238770 Iteration 13Q: 3 clusters Score -106232.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -106234.578125 Penalty: 723.238770 Iteration 14Q: 3 clusters Score -106234.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -106236.585938 Penalty: 723.238770 Iteration 15Q: 3 clusters Score -106236.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -106237.984375 Penalty: 723.238770 Iteration 16Q: 3 clusters Score -106238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -106240.187500 Penalty: 723.238770 Iteration 17Q: 3 clusters Score -106240.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -106241.226562 Penalty: 723.238770 Iteration 18Q: 3 clusters Score -106241.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -106242.343750 Penalty: 723.238770 Iteration 19Q: 3 clusters Score -106242.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -106245.046875 Penalty: 723.238770 Iteration 20F: 3 clusters Score -106245 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -106248.664062 Penalty: 723.238770 Iteration 21Q: 3 clusters Score -106248.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -106251.531250 Penalty: 723.238770 Iteration 22Q: 3 clusters Score -106251.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -106253.664062 Penalty: 723.238770 Iteration 23Q: 3 clusters Score -106253.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -106256.406250 Penalty: 723.238770 Iteration 24Q: 3 clusters Score -106256.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -106258.343750 Penalty: 723.238770 Iteration 25Q: 3 clusters Score -106258.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -106259.906250 Penalty: 723.238770 Iteration 26Q: 3 clusters Score -106259.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -106260.968750 Penalty: 723.238770 Iteration 27Q: 3 clusters Score -106261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -106261.289062 Penalty: 723.238770 Iteration 28Q: 3 clusters Score -106261.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -106262.500000 Penalty: 723.238770 Iteration 29Q: 3 clusters Score -106262.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -106263.070312 Penalty: 723.238770 Iteration 30Q: 3 clusters Score -106263.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -106263.195312 Penalty: 723.238770 Iteration 31Q: 3 clusters Score -106263.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -106263.281250 Penalty: 723.238770 Iteration 32Q: 3 clusters Score -106263.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -106263.281250 Penalty: 723.238770 Iteration 33F: 3 clusters Score -106263.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Entering Unmasked Estep Score: -36764.859375 Penalty: 318.763397 Iteration 0F: 2 clusters Score -36764.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -35909.519531 Penalty: 637.526794 Iteration 0F: 3 clusters Score -35909.52 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -36208.222656 Penalty: 637.526794 Iteration 1F: 3 clusters Score -36208.22 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -36308.324219 Penalty: 637.526794 Iteration 2F: 3 clusters Score -36308.32 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -36369.500000 Penalty: 637.526794 Iteration 3F: 3 clusters Score -36369.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -36442.601562 Penalty: 637.526794 Iteration 4F: 3 clusters Score -36442.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -36491.367188 Penalty: 637.526794 Iteration 5F: 3 clusters Score -36491.37 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -36520.039062 Penalty: 637.526794 Iteration 6Q: 3 clusters Score -36520.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -36543.085938 Penalty: 637.526794 Iteration 7Q: 3 clusters Score -36543.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -36555.593750 Penalty: 637.526794 Iteration 8Q: 3 clusters Score -36555.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -36565.937500 Penalty: 637.526794 Iteration 9Q: 3 clusters Score -36565.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -36574.117188 Penalty: 637.526794 Iteration 10Q: 3 clusters Score -36574.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -36584.277344 Penalty: 637.526794 Iteration 11Q: 3 clusters Score -36584.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -36597.906250 Penalty: 637.526794 Iteration 12Q: 3 clusters Score -36597.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -36612.085938 Penalty: 637.526794 Iteration 13Q: 3 clusters Score -36612.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -36620.289062 Penalty: 637.526794 Iteration 14Q: 3 clusters Score -36620.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -36624.039062 Penalty: 637.526794 Iteration 15Q: 3 clusters Score -36624.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -36626.375000 Penalty: 637.526794 Iteration 16Q: 3 clusters Score -36626.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -36628.875000 Penalty: 637.526794 Iteration 17Q: 3 clusters Score -36628.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -36635.796875 Penalty: 637.526794 Iteration 18Q: 3 clusters Score -36635.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36642.335938 Penalty: 637.526794 Iteration 19Q: 3 clusters Score -36642.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -36646.472656 Penalty: 637.526794 Iteration 20F: 3 clusters Score -36646.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -36652.000000 Penalty: 637.526794 Iteration 21Q: 3 clusters Score -36652 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -36662.570312 Penalty: 637.526794 Iteration 22Q: 3 clusters Score -36662.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -36665.808594 Penalty: 637.526794 Iteration 23Q: 3 clusters Score -36665.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -36666.820312 Penalty: 637.526794 Iteration 24Q: 3 clusters Score -36666.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36667.367188 Penalty: 637.526794 Iteration 25Q: 3 clusters Score -36667.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -36668.371094 Penalty: 637.526794 Iteration 26Q: 3 clusters Score -36668.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -36670.429688 Penalty: 637.526794 Iteration 27Q: 3 clusters Score -36670.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -36673.988281 Penalty: 637.526794 Iteration 28Q: 3 clusters Score -36673.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -36677.925781 Penalty: 637.526794 Iteration 29Q: 3 clusters Score -36677.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -36683.214844 Penalty: 637.526794 Iteration 30Q: 3 clusters Score -36683.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -36686.105469 Penalty: 637.526794 Iteration 31Q: 3 clusters Score -36686.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -36690.207031 Penalty: 637.526794 Iteration 32Q: 3 clusters Score -36690.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -36691.921875 Penalty: 637.526794 Iteration 33Q: 3 clusters Score -36691.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36693.886719 Penalty: 637.526794 Iteration 34Q: 3 clusters Score -36693.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36695.085938 Penalty: 637.526794 Iteration 35Q: 3 clusters Score -36695.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -36695.472656 Penalty: 637.526794 Iteration 36Q: 3 clusters Score -36695.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -36695.472656 Penalty: 637.526794 Iteration 37F: 3 clusters Score -36695.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7190 members Entering Unmasked Estep Score: -283490.843750 Penalty: 404.060303 Iteration 0F: 2 clusters Score -283490.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -278700.937500 Penalty: 808.120605 Iteration 0F: 3 clusters Score -278700.9 nChanged 3290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -280787.062500 Penalty: 808.120605 Iteration 1F: 3 clusters Score -280787.1 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -281144.437500 Penalty: 808.120605 Iteration 2F: 3 clusters Score -281144.4 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -281552.562500 Penalty: 808.120605 Iteration 3F: 3 clusters Score -281552.6 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -281927.187500 Penalty: 808.120605 Iteration 4F: 3 clusters Score -281927.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -282216.375000 Penalty: 808.120605 Iteration 5F: 3 clusters Score -282216.4 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -282433.375000 Penalty: 808.120605 Iteration 6Q: 3 clusters Score -282433.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -282549.875000 Penalty: 808.120605 Iteration 7Q: 3 clusters Score -282549.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -282635.906250 Penalty: 808.120605 Iteration 8Q: 3 clusters Score -282635.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -282724.000000 Penalty: 808.120605 Iteration 9Q: 3 clusters Score -282724 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -282794.281250 Penalty: 808.120605 Iteration 10Q: 3 clusters Score -282794.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -282857.062500 Penalty: 808.120605 Iteration 11Q: 3 clusters Score -282857.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -282915.375000 Penalty: 808.120605 Iteration 12Q: 3 clusters Score -282915.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -282966.687500 Penalty: 808.120605 Iteration 13Q: 3 clusters Score -282966.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -282995.937500 Penalty: 808.120605 Iteration 14Q: 3 clusters Score -282995.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -283023.531250 Penalty: 808.120605 Iteration 15Q: 3 clusters Score -283023.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -283051.937500 Penalty: 808.120605 Iteration 16Q: 3 clusters Score -283051.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -283082.000000 Penalty: 808.120605 Iteration 17Q: 3 clusters Score -283082 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -283104.562500 Penalty: 808.120605 Iteration 18Q: 3 clusters Score -283104.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -283127.156250 Penalty: 808.120605 Iteration 19Q: 3 clusters Score -283127.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -283149.875000 Penalty: 808.120605 Iteration 20F: 3 clusters Score -283149.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -283171.656250 Penalty: 808.120605 Iteration 21Q: 3 clusters Score -283171.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -283180.500000 Penalty: 808.120605 Iteration 22Q: 3 clusters Score -283180.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -283190.750000 Penalty: 808.120605 Iteration 23Q: 3 clusters Score -283190.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -283196.593750 Penalty: 808.120605 Iteration 24Q: 3 clusters Score -283196.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -283200.406250 Penalty: 808.120605 Iteration 25Q: 3 clusters Score -283200.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -283204.062500 Penalty: 808.120605 Iteration 26Q: 3 clusters Score -283204.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -283210.000000 Penalty: 808.120605 Iteration 27Q: 3 clusters Score -283210 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -283215.656250 Penalty: 808.120605 Iteration 28Q: 3 clusters Score -283215.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -283218.656250 Penalty: 808.120605 Iteration 29Q: 3 clusters Score -283218.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -283220.093750 Penalty: 808.120605 Iteration 30Q: 3 clusters Score -283220.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -283221.718750 Penalty: 808.120605 Iteration 31Q: 3 clusters Score -283221.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -283223.437500 Penalty: 808.120605 Iteration 32Q: 3 clusters Score -283223.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -283224.312500 Penalty: 808.120605 Iteration 33Q: 3 clusters Score -283224.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -283225.687500 Penalty: 808.120605 Iteration 34Q: 3 clusters Score -283225.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -283226.781250 Penalty: 808.120605 Iteration 35Q: 3 clusters Score -283226.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -283227.312500 Penalty: 808.120605 Iteration 36Q: 3 clusters Score -283227.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -283227.531250 Penalty: 808.120605 Iteration 37Q: 3 clusters Score -283227.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -283227.750000 Penalty: 808.120605 Iteration 38Q: 3 clusters Score -283227.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -283228.687500 Penalty: 808.120605 Iteration 39Q: 3 clusters Score -283228.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -283229.500000 Penalty: 808.120605 Iteration 40F: 3 clusters Score -283229.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -283230.531250 Penalty: 808.120605 Iteration 41Q: 3 clusters Score -283230.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -283233.718750 Penalty: 808.120605 Iteration 42Q: 3 clusters Score -283233.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -283235.218750 Penalty: 808.120605 Iteration 43Q: 3 clusters Score -283235.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -283236.656250 Penalty: 808.120605 Iteration 44Q: 3 clusters Score -283236.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -283239.687500 Penalty: 808.120605 Iteration 45Q: 3 clusters Score -283239.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -283242.031250 Penalty: 808.120605 Iteration 46Q: 3 clusters Score -283242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -283247.500000 Penalty: 808.120605 Iteration 47Q: 3 clusters Score -283247.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -283255.500000 Penalty: 808.120605 Iteration 48Q: 3 clusters Score -283255.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -283259.000000 Penalty: 808.120605 Iteration 49Q: 3 clusters Score -283259 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -283262.281250 Penalty: 808.120605 Iteration 50Q: 3 clusters Score -283262.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -283264.843750 Penalty: 808.120605 Iteration 51Q: 3 clusters Score -283264.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -283268.625000 Penalty: 808.120605 Iteration 52Q: 3 clusters Score -283268.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -283274.312500 Penalty: 808.120605 Iteration 53Q: 3 clusters Score -283274.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -283276.750000 Penalty: 808.120605 Iteration 54Q: 3 clusters Score -283276.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -283279.531250 Penalty: 808.120605 Iteration 55Q: 3 clusters Score -283279.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -283280.906250 Penalty: 808.120605 Iteration 56Q: 3 clusters Score -283280.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -283280.906250 Penalty: 808.120605 Iteration 57Q: 3 clusters Score -283280.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -283282.156250 Penalty: 808.120605 Iteration 58Q: 3 clusters Score -283282.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -283284.750000 Penalty: 808.120605 Iteration 59Q: 3 clusters Score -283284.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -283287.125000 Penalty: 808.120605 Iteration 60F: 3 clusters Score -283287.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -283287.843750 Penalty: 808.120605 Iteration 61Q: 3 clusters Score -283287.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -283287.500000 Penalty: 808.120605 Iteration 62Q: 3 clusters Score -283287.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -283287.875000 Penalty: 808.120605 Iteration 63Q: 3 clusters Score -283287.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -283287.875000 Penalty: 808.120605 Iteration 64F: 3 clusters Score -283287.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Entering Unmasked Estep Score: -168504.375000 Penalty: 381.435791 Iteration 0F: 2 clusters Score -168504.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -165570.671875 Penalty: 762.871582 Iteration 0F: 3 clusters Score -165570.7 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -166613.781250 Penalty: 762.871582 Iteration 1F: 3 clusters Score -166613.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -166770.484375 Penalty: 762.871582 Iteration 2F: 3 clusters Score -166770.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -166920.875000 Penalty: 762.871582 Iteration 3F: 3 clusters Score -166920.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -167058.156250 Penalty: 762.871582 Iteration 4F: 3 clusters Score -167058.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -167177.875000 Penalty: 762.871582 Iteration 5F: 3 clusters Score -167177.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -167268.468750 Penalty: 762.871582 Iteration 6Q: 3 clusters Score -167268.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -167337.265625 Penalty: 762.871582 Iteration 7Q: 3 clusters Score -167337.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -167392.859375 Penalty: 762.871582 Iteration 8Q: 3 clusters Score -167392.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -167427.953125 Penalty: 762.871582 Iteration 9Q: 3 clusters Score -167428 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -167456.140625 Penalty: 762.871582 Iteration 10Q: 3 clusters Score -167456.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -167482.625000 Penalty: 762.871582 Iteration 11Q: 3 clusters Score -167482.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -167512.359375 Penalty: 762.871582 Iteration 12Q: 3 clusters Score -167512.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -167543.500000 Penalty: 762.871582 Iteration 13Q: 3 clusters Score -167543.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -167585.359375 Penalty: 762.871582 Iteration 14Q: 3 clusters Score -167585.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -167651.031250 Penalty: 762.871582 Iteration 15Q: 3 clusters Score -167651 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -167719.328125 Penalty: 762.871582 Iteration 16Q: 3 clusters Score -167719.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -167772.062500 Penalty: 762.871582 Iteration 17Q: 3 clusters Score -167772.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -167824.265625 Penalty: 762.871582 Iteration 18Q: 3 clusters Score -167824.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -167877.531250 Penalty: 762.871582 Iteration 19Q: 3 clusters Score -167877.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -167921.656250 Penalty: 762.871582 Iteration 20F: 3 clusters Score -167921.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -167953.781250 Penalty: 762.871582 Iteration 21Q: 3 clusters Score -167953.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -167984.218750 Penalty: 762.871582 Iteration 22Q: 3 clusters Score -167984.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -168012.812500 Penalty: 762.871582 Iteration 23Q: 3 clusters Score -168012.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -168036.671875 Penalty: 762.871582 Iteration 24Q: 3 clusters Score -168036.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -168056.843750 Penalty: 762.871582 Iteration 25Q: 3 clusters Score -168056.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -168071.953125 Penalty: 762.871582 Iteration 26Q: 3 clusters Score -168072 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -168081.703125 Penalty: 762.871582 Iteration 27Q: 3 clusters Score -168081.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -168092.140625 Penalty: 762.871582 Iteration 28Q: 3 clusters Score -168092.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -168102.468750 Penalty: 762.871582 Iteration 29Q: 3 clusters Score -168102.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -168111.203125 Penalty: 762.871582 Iteration 30Q: 3 clusters Score -168111.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -168120.593750 Penalty: 762.871582 Iteration 31Q: 3 clusters Score -168120.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -168127.906250 Penalty: 762.871582 Iteration 32Q: 3 clusters Score -168127.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -168132.734375 Penalty: 762.871582 Iteration 33Q: 3 clusters Score -168132.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -168138.703125 Penalty: 762.871582 Iteration 34Q: 3 clusters Score -168138.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -168145.468750 Penalty: 762.871582 Iteration 35Q: 3 clusters Score -168145.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -168151.828125 Penalty: 762.871582 Iteration 36Q: 3 clusters Score -168151.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -168161.187500 Penalty: 762.871582 Iteration 37Q: 3 clusters Score -168161.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -168168.703125 Penalty: 762.871582 Iteration 38Q: 3 clusters Score -168168.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -168174.359375 Penalty: 762.871582 Iteration 39Q: 3 clusters Score -168174.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -168179.968750 Penalty: 762.871582 Iteration 40F: 3 clusters Score -168180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -168183.296875 Penalty: 762.871582 Iteration 41Q: 3 clusters Score -168183.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -168187.390625 Penalty: 762.871582 Iteration 42Q: 3 clusters Score -168187.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -168190.937500 Penalty: 762.871582 Iteration 43Q: 3 clusters Score -168190.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -168193.515625 Penalty: 762.871582 Iteration 44Q: 3 clusters Score -168193.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -168193.687500 Penalty: 762.871582 Iteration 45Q: 3 clusters Score -168193.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -168194.000000 Penalty: 762.871582 Iteration 46Q: 3 clusters Score -168194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -168194.421875 Penalty: 762.871582 Iteration 47Q: 3 clusters Score -168194.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -168195.265625 Penalty: 762.871582 Iteration 48Q: 3 clusters Score -168195.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -168195.265625 Penalty: 762.871582 Iteration 49F: 3 clusters Score -168195.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (18528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Entering Unmasked Estep Score: -702109.687500 Penalty: 447.130249 Iteration 0F: 2 clusters Score -702109.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -689928.812500 Penalty: 894.260498 Iteration 0F: 3 clusters Score -689928.8 nChanged 8715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9467 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -695365.437500 Penalty: 894.260498 Iteration 1F: 3 clusters Score -695365.4 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -695981.312500 Penalty: 894.260498 Iteration 2F: 3 clusters Score -695981.3 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -696580.500000 Penalty: 894.260498 Iteration 3F: 3 clusters Score -696580.5 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -697235.937500 Penalty: 894.260498 Iteration 4F: 3 clusters Score -697235.9 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -697896.562500 Penalty: 894.260498 Iteration 5F: 3 clusters Score -697896.6 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -698418.062500 Penalty: 894.260498 Iteration 6F: 3 clusters Score -698418.1 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -698736.500000 Penalty: 894.260498 Iteration 7Q: 3 clusters Score -698736.5 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -698884.687500 Penalty: 894.260498 Iteration 8Q: 3 clusters Score -698884.7 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -698957.375000 Penalty: 894.260498 Iteration 9Q: 3 clusters Score -698957.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -698991.937500 Penalty: 894.260498 Iteration 10Q: 3 clusters Score -698991.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -699015.312500 Penalty: 894.260498 Iteration 11Q: 3 clusters Score -699015.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 8753 members Entering Unmasked Estep Score: -699034.125000 Penalty: 894.260498 Iteration 12Q: 3 clusters Score -699034.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -699051.625000 Penalty: 894.260498 Iteration 13Q: 3 clusters Score -699051.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -699067.812500 Penalty: 894.260498 Iteration 14Q: 3 clusters Score -699067.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -699079.875000 Penalty: 894.260498 Iteration 15Q: 3 clusters Score -699079.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -699094.500000 Penalty: 894.260498 Iteration 16Q: 3 clusters Score -699094.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -699106.625000 Penalty: 894.260498 Iteration 17Q: 3 clusters Score -699106.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -699118.312500 Penalty: 894.260498 Iteration 18Q: 3 clusters Score -699118.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10064 members Mstep: Class 2 contains 8464 members Entering Unmasked Estep Score: -699125.250000 Penalty: 894.260498 Iteration 19Q: 3 clusters Score -699125.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -699134.062500 Penalty: 894.260498 Iteration 20F: 3 clusters Score -699134.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -699143.000000 Penalty: 894.260498 Iteration 21Q: 3 clusters Score -699143 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -699149.500000 Penalty: 894.260498 Iteration 22Q: 3 clusters Score -699149.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -699158.062500 Penalty: 894.260498 Iteration 23Q: 3 clusters Score -699158.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -699164.562500 Penalty: 894.260498 Iteration 24Q: 3 clusters Score -699164.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -699176.062500 Penalty: 894.260498 Iteration 25Q: 3 clusters Score -699176.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -699187.375000 Penalty: 894.260498 Iteration 26Q: 3 clusters Score -699187.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -699201.250000 Penalty: 894.260498 Iteration 27Q: 3 clusters Score -699201.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10624 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -699211.437500 Penalty: 894.260498 Iteration 28Q: 3 clusters Score -699211.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -699225.937500 Penalty: 894.260498 Iteration 29Q: 3 clusters Score -699225.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -699241.812500 Penalty: 894.260498 Iteration 30Q: 3 clusters Score -699241.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10981 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -699257.625000 Penalty: 894.260498 Iteration 31Q: 3 clusters Score -699257.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -699267.437500 Penalty: 894.260498 Iteration 32Q: 3 clusters Score -699267.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -699285.312500 Penalty: 894.260498 Iteration 33Q: 3 clusters Score -699285.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -699308.937500 Penalty: 894.260498 Iteration 34Q: 3 clusters Score -699308.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -699332.875000 Penalty: 894.260498 Iteration 35Q: 3 clusters Score -699332.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -699359.312500 Penalty: 894.260498 Iteration 36Q: 3 clusters Score -699359.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -699380.812500 Penalty: 894.260498 Iteration 37Q: 3 clusters Score -699380.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -699408.687500 Penalty: 894.260498 Iteration 38Q: 3 clusters Score -699408.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -699437.812500 Penalty: 894.260498 Iteration 39Q: 3 clusters Score -699437.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12381 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -699477.562500 Penalty: 894.260498 Iteration 40F: 3 clusters Score -699477.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -699522.500000 Penalty: 894.260498 Iteration 41Q: 3 clusters Score -699522.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -699587.250000 Penalty: 894.260498 Iteration 42Q: 3 clusters Score -699587.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13119 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -699650.750000 Penalty: 894.260498 Iteration 43Q: 3 clusters Score -699650.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -699732.687500 Penalty: 894.260498 Iteration 44Q: 3 clusters Score -699732.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13698 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -699821.500000 Penalty: 894.260498 Iteration 45Q: 3 clusters Score -699821.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -699928.750000 Penalty: 894.260498 Iteration 46Q: 3 clusters Score -699928.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -700056.750000 Penalty: 894.260498 Iteration 47Q: 3 clusters Score -700056.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14668 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -700191.187500 Penalty: 894.260498 Iteration 48Q: 3 clusters Score -700191.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15002 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -700333.687500 Penalty: 894.260498 Iteration 49Q: 3 clusters Score -700333.7 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15340 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -700498.750000 Penalty: 894.260498 Iteration 50Q: 3 clusters Score -700498.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15671 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -700678.750000 Penalty: 894.260498 Iteration 51Q: 3 clusters Score -700678.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15973 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -700856.812500 Penalty: 894.260498 Iteration 52Q: 3 clusters Score -700856.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16247 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -701039.750000 Penalty: 894.260498 Iteration 53Q: 3 clusters Score -701039.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16475 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -701166.937500 Penalty: 894.260498 Iteration 54Q: 3 clusters Score -701166.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -701265.687500 Penalty: 894.260498 Iteration 55Q: 3 clusters Score -701265.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16854 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -701359.437500 Penalty: 894.260498 Iteration 56Q: 3 clusters Score -701359.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -701441.125000 Penalty: 894.260498 Iteration 57Q: 3 clusters Score -701441.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17142 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -701493.625000 Penalty: 894.260498 Iteration 58Q: 3 clusters Score -701493.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17252 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -701538.062500 Penalty: 894.260498 Iteration 59Q: 3 clusters Score -701538.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17340 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -701568.312500 Penalty: 894.260498 Iteration 60F: 3 clusters Score -701568.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -701593.562500 Penalty: 894.260498 Iteration 61Q: 3 clusters Score -701593.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -701619.500000 Penalty: 894.260498 Iteration 62Q: 3 clusters Score -701619.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -701638.562500 Penalty: 894.260498 Iteration 63Q: 3 clusters Score -701638.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -701651.750000 Penalty: 894.260498 Iteration 64Q: 3 clusters Score -701651.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17656 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -701661.062500 Penalty: 894.260498 Iteration 65Q: 3 clusters Score -701661.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -701675.375000 Penalty: 894.260498 Iteration 66Q: 3 clusters Score -701675.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -701686.437500 Penalty: 894.260498 Iteration 67Q: 3 clusters Score -701686.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -701699.312500 Penalty: 894.260498 Iteration 68Q: 3 clusters Score -701699.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17805 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -701707.687500 Penalty: 894.260498 Iteration 69Q: 3 clusters Score -701707.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17835 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -701717.250000 Penalty: 894.260498 Iteration 70Q: 3 clusters Score -701717.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17866 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -701731.187500 Penalty: 894.260498 Iteration 71Q: 3 clusters Score -701731.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -701739.000000 Penalty: 894.260498 Iteration 72Q: 3 clusters Score -701739 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -701745.937500 Penalty: 894.260498 Iteration 73Q: 3 clusters Score -701745.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -701750.625000 Penalty: 894.260498 Iteration 74Q: 3 clusters Score -701750.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17972 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -701758.875000 Penalty: 894.260498 Iteration 75Q: 3 clusters Score -701758.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17991 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -701767.250000 Penalty: 894.260498 Iteration 76Q: 3 clusters Score -701767.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18013 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -701774.062500 Penalty: 894.260498 Iteration 77Q: 3 clusters Score -701774.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18031 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -701776.437500 Penalty: 894.260498 Iteration 78Q: 3 clusters Score -701776.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18040 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -701780.687500 Penalty: 894.260498 Iteration 79Q: 3 clusters Score -701780.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18044 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -701781.500000 Penalty: 894.260498 Iteration 80F: 3 clusters Score -701781.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -701782.437500 Penalty: 894.260498 Iteration 81Q: 3 clusters Score -701782.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18055 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -701785.375000 Penalty: 894.260498 Iteration 82Q: 3 clusters Score -701785.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18057 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -701784.812500 Penalty: 894.260498 Iteration 83Q: 3 clusters Score -701784.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18058 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -701784.937500 Penalty: 894.260498 Iteration 84Q: 3 clusters Score -701784.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18058 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -701784.937500 Penalty: 894.260498 Iteration 85F: 3 clusters Score -701784.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Entering Unmasked Estep Score: -60462.390625 Penalty: 344.078339 Iteration 0F: 2 clusters Score -60462.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -59082.828125 Penalty: 688.156677 Iteration 0F: 3 clusters Score -59082.83 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -59740.761719 Penalty: 688.156677 Iteration 1F: 3 clusters Score -59740.76 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -60023.125000 Penalty: 688.156677 Iteration 2F: 3 clusters Score -60023.12 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -60267.125000 Penalty: 688.156677 Iteration 3F: 3 clusters Score -60267.12 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -60377.742188 Penalty: 688.156677 Iteration 4F: 3 clusters Score -60377.74 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -60417.656250 Penalty: 688.156677 Iteration 5Q: 3 clusters Score -60417.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -60436.035156 Penalty: 688.156677 Iteration 6Q: 3 clusters Score -60436.04 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -60440.218750 Penalty: 688.156677 Iteration 7Q: 3 clusters Score -60440.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -60442.257812 Penalty: 688.156677 Iteration 8Q: 3 clusters Score -60442.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -60443.648438 Penalty: 688.156677 Iteration 9Q: 3 clusters Score -60443.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -60444.433594 Penalty: 688.156677 Iteration 10Q: 3 clusters Score -60444.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -60445.519531 Penalty: 688.156677 Iteration 11Q: 3 clusters Score -60445.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -60446.042969 Penalty: 688.156677 Iteration 12Q: 3 clusters Score -60446.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -60446.285156 Penalty: 688.156677 Iteration 13Q: 3 clusters Score -60446.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -60446.285156 Penalty: 688.156677 Iteration 14F: 3 clusters Score -60446.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (89552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89552 members Entering Unmasked Estep Score: -3747721.000000 Penalty: 518.817139 Iteration 0F: 2 clusters Score -3747721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44811 members Mstep: Class 2 contains 44741 members Entering Unmasked Estep Score: -3687283.750000 Penalty: 1037.634277 Iteration 0F: 3 clusters Score -3687284 nChanged 43728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46181 members Mstep: Class 2 contains 43371 members Entering Unmasked Estep Score: -3714032.250000 Penalty: 1037.634277 Iteration 1F: 3 clusters Score -3714032 nChanged 3551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47494 members Mstep: Class 2 contains 42058 members Entering Unmasked Estep Score: -3715155.250000 Penalty: 1037.634277 Iteration 2Q: 3 clusters Score -3715155 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49608 members Mstep: Class 2 contains 39944 members Entering Unmasked Estep Score: -3716817.750000 Penalty: 1037.634277 Iteration 3Q: 3 clusters Score -3716818 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52744 members Mstep: Class 2 contains 36808 members Entering Unmasked Estep Score: -3719403.250000 Penalty: 1037.634277 Iteration 4F: 3 clusters Score -3719403 nChanged 5292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56632 members Mstep: Class 2 contains 32920 members Entering Unmasked Estep Score: -3722935.000000 Penalty: 1037.634277 Iteration 5F: 3 clusters Score -3722935 nChanged 5676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60924 members Mstep: Class 2 contains 28628 members Entering Unmasked Estep Score: -3727402.250000 Penalty: 1037.634277 Iteration 6F: 3 clusters Score -3727402 nChanged 5601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65049 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -3731834.500000 Penalty: 1037.634277 Iteration 7F: 3 clusters Score -3731834 nChanged 4682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68359 members Mstep: Class 2 contains 21193 members Entering Unmasked Estep Score: -3735092.250000 Penalty: 1037.634277 Iteration 8F: 3 clusters Score -3735092 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70921 members Mstep: Class 2 contains 18631 members Entering Unmasked Estep Score: -3737001.500000 Penalty: 1037.634277 Iteration 9Q: 3 clusters Score -3737002 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73246 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -3738377.250000 Penalty: 1037.634277 Iteration 10Q: 3 clusters Score -3738377 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75484 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -3739659.750000 Penalty: 1037.634277 Iteration 11Q: 3 clusters Score -3739660 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77640 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -3740975.500000 Penalty: 1037.634277 Iteration 12Q: 3 clusters Score -3740976 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79624 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -3742262.500000 Penalty: 1037.634277 Iteration 13Q: 3 clusters Score -3742262 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81369 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -3743360.500000 Penalty: 1037.634277 Iteration 14Q: 3 clusters Score -3743360 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82805 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -3744309.500000 Penalty: 1037.634277 Iteration 15Q: 3 clusters Score -3744310 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84024 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -3745125.000000 Penalty: 1037.634277 Iteration 16Q: 3 clusters Score -3745125 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84995 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -3745752.250000 Penalty: 1037.634277 Iteration 17Q: 3 clusters Score -3745752 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85736 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -3746209.500000 Penalty: 1037.634277 Iteration 18Q: 3 clusters Score -3746210 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86341 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -3746563.250000 Penalty: 1037.634277 Iteration 19Q: 3 clusters Score -3746563 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86800 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -3746818.500000 Penalty: 1037.634277 Iteration 20F: 3 clusters Score -3746818 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87153 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -3746950.500000 Penalty: 1037.634277 Iteration 21Q: 3 clusters Score -3746950 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87430 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -3747070.000000 Penalty: 1037.634277 Iteration 22Q: 3 clusters Score -3747070 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87643 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -3747142.750000 Penalty: 1037.634277 Iteration 23Q: 3 clusters Score -3747143 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87815 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -3747212.750000 Penalty: 1037.634277 Iteration 24Q: 3 clusters Score -3747213 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87957 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3747259.000000 Penalty: 1037.634277 Iteration 25Q: 3 clusters Score -3747259 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88075 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -3747302.000000 Penalty: 1037.634277 Iteration 26Q: 3 clusters Score -3747302 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88166 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -3747338.500000 Penalty: 1037.634277 Iteration 27Q: 3 clusters Score -3747338 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88244 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -3747368.000000 Penalty: 1037.634277 Iteration 28Q: 3 clusters Score -3747368 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88302 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3747388.250000 Penalty: 1037.634277 Iteration 29Q: 3 clusters Score -3747388 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88343 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -3747395.250000 Penalty: 1037.634277 Iteration 30Q: 3 clusters Score -3747395 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88385 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -3747407.750000 Penalty: 1037.634277 Iteration 31Q: 3 clusters Score -3747408 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88412 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -3747420.000000 Penalty: 1037.634277 Iteration 32Q: 3 clusters Score -3747420 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88437 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -3747425.500000 Penalty: 1037.634277 Iteration 33Q: 3 clusters Score -3747426 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88461 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -3747428.250000 Penalty: 1037.634277 Iteration 34Q: 3 clusters Score -3747428 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88487 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3747435.750000 Penalty: 1037.634277 Iteration 35Q: 3 clusters Score -3747436 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88509 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -3747442.500000 Penalty: 1037.634277 Iteration 36Q: 3 clusters Score -3747442 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88528 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -3747447.250000 Penalty: 1037.634277 Iteration 37Q: 3 clusters Score -3747447 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88544 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -3747454.000000 Penalty: 1037.634277 Iteration 38Q: 3 clusters Score -3747454 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88556 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -3747454.750000 Penalty: 1037.634277 Iteration 39Q: 3 clusters Score -3747455 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88570 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -3747457.000000 Penalty: 1037.634277 Iteration 40F: 3 clusters Score -3747457 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88582 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3747459.750000 Penalty: 1037.634277 Iteration 41Q: 3 clusters Score -3747460 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88594 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -3747463.000000 Penalty: 1037.634277 Iteration 42Q: 3 clusters Score -3747463 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88607 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -3747468.500000 Penalty: 1037.634277 Iteration 43Q: 3 clusters Score -3747468 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88620 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -3747463.000000 Penalty: 1037.634277 Iteration 44Q: 3 clusters Score -3747463 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88628 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -3747467.500000 Penalty: 1037.634277 Iteration 45Q: 3 clusters Score -3747468 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88637 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -3747466.750000 Penalty: 1037.634277 Iteration 46Q: 3 clusters Score -3747467 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88646 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3747466.500000 Penalty: 1037.634277 Iteration 47Q: 3 clusters Score -3747466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88651 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -3747469.250000 Penalty: 1037.634277 Iteration 48Q: 3 clusters Score -3747469 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88655 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -3747468.500000 Penalty: 1037.634277 Iteration 49Q: 3 clusters Score -3747468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88657 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -3747469.250000 Penalty: 1037.634277 Iteration 50Q: 3 clusters Score -3747469 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88658 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -3747471.750000 Penalty: 1037.634277 Iteration 51Q: 3 clusters Score -3747472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88658 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -3747471.750000 Penalty: 1037.634277 Iteration 52F: 3 clusters Score -3747472 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Entering Unmasked Estep Score: -127084.187500 Penalty: 366.740204 Iteration 0F: 2 clusters Score -127084.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -124870.304688 Penalty: 733.480408 Iteration 0F: 3 clusters Score -124870.3 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -125730.500000 Penalty: 733.480408 Iteration 1F: 3 clusters Score -125730.5 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -126007.210938 Penalty: 733.480408 Iteration 2F: 3 clusters Score -126007.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -126275.437500 Penalty: 733.480408 Iteration 3F: 3 clusters Score -126275.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -126480.414062 Penalty: 733.480408 Iteration 4F: 3 clusters Score -126480.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -126608.828125 Penalty: 733.480408 Iteration 5Q: 3 clusters Score -126608.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -126697.843750 Penalty: 733.480408 Iteration 6Q: 3 clusters Score -126697.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -126750.820312 Penalty: 733.480408 Iteration 7Q: 3 clusters Score -126750.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -126759.695312 Penalty: 733.480408 Iteration 8Q: 3 clusters Score -126759.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -126762.531250 Penalty: 733.480408 Iteration 9Q: 3 clusters Score -126762.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -126762.531250 Penalty: 733.480408 Iteration 10F: 3 clusters Score -126762.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Entering Unmasked Estep Score: -209270.906250 Penalty: 388.938995 Iteration 0F: 2 clusters Score -209270.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -205763.968750 Penalty: 777.877991 Iteration 0F: 3 clusters Score -205764 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -207106.062500 Penalty: 777.877991 Iteration 1F: 3 clusters Score -207106.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -207227.515625 Penalty: 777.877991 Iteration 2F: 3 clusters Score -207227.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -207328.250000 Penalty: 777.877991 Iteration 3F: 3 clusters Score -207328.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -207420.765625 Penalty: 777.877991 Iteration 4Q: 3 clusters Score -207420.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -207520.343750 Penalty: 777.877991 Iteration 5Q: 3 clusters Score -207520.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -207632.203125 Penalty: 777.877991 Iteration 6Q: 3 clusters Score -207632.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -207776.187500 Penalty: 777.877991 Iteration 7Q: 3 clusters Score -207776.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -207942.921875 Penalty: 777.877991 Iteration 8Q: 3 clusters Score -207942.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -208101.203125 Penalty: 777.877991 Iteration 9Q: 3 clusters Score -208101.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -208240.515625 Penalty: 777.877991 Iteration 10Q: 3 clusters Score -208240.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -208327.328125 Penalty: 777.877991 Iteration 11Q: 3 clusters Score -208327.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -208388.218750 Penalty: 777.877991 Iteration 12Q: 3 clusters Score -208388.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -208429.343750 Penalty: 777.877991 Iteration 13Q: 3 clusters Score -208429.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -208451.765625 Penalty: 777.877991 Iteration 14Q: 3 clusters Score -208451.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -208465.656250 Penalty: 777.877991 Iteration 15Q: 3 clusters Score -208465.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -208474.921875 Penalty: 777.877991 Iteration 16Q: 3 clusters Score -208474.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -208482.109375 Penalty: 777.877991 Iteration 17Q: 3 clusters Score -208482.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -208488.515625 Penalty: 777.877991 Iteration 18Q: 3 clusters Score -208488.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -208493.734375 Penalty: 777.877991 Iteration 19Q: 3 clusters Score -208493.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -208498.031250 Penalty: 777.877991 Iteration 20F: 3 clusters Score -208498 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -208504.718750 Penalty: 777.877991 Iteration 21Q: 3 clusters Score -208504.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -208512.218750 Penalty: 777.877991 Iteration 22Q: 3 clusters Score -208512.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -208519.468750 Penalty: 777.877991 Iteration 23Q: 3 clusters Score -208519.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -208525.484375 Penalty: 777.877991 Iteration 24Q: 3 clusters Score -208525.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -208534.734375 Penalty: 777.877991 Iteration 25Q: 3 clusters Score -208534.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -208545.890625 Penalty: 777.877991 Iteration 26Q: 3 clusters Score -208545.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -208554.781250 Penalty: 777.877991 Iteration 27Q: 3 clusters Score -208554.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -208564.546875 Penalty: 777.877991 Iteration 28Q: 3 clusters Score -208564.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -208575.500000 Penalty: 777.877991 Iteration 29Q: 3 clusters Score -208575.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -208588.046875 Penalty: 777.877991 Iteration 30Q: 3 clusters Score -208588 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -208602.000000 Penalty: 777.877991 Iteration 31Q: 3 clusters Score -208602 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -208618.515625 Penalty: 777.877991 Iteration 32Q: 3 clusters Score -208618.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -208645.578125 Penalty: 777.877991 Iteration 33Q: 3 clusters Score -208645.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -208674.765625 Penalty: 777.877991 Iteration 34Q: 3 clusters Score -208674.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -208704.937500 Penalty: 777.877991 Iteration 35Q: 3 clusters Score -208704.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -208733.421875 Penalty: 777.877991 Iteration 36Q: 3 clusters Score -208733.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -208763.375000 Penalty: 777.877991 Iteration 37Q: 3 clusters Score -208763.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -208792.531250 Penalty: 777.877991 Iteration 38Q: 3 clusters Score -208792.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -208823.234375 Penalty: 777.877991 Iteration 39Q: 3 clusters Score -208823.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -208845.984375 Penalty: 777.877991 Iteration 40F: 3 clusters Score -208846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -208864.031250 Penalty: 777.877991 Iteration 41Q: 3 clusters Score -208864 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -208881.656250 Penalty: 777.877991 Iteration 42Q: 3 clusters Score -208881.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -208891.125000 Penalty: 777.877991 Iteration 43Q: 3 clusters Score -208891.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -208895.828125 Penalty: 777.877991 Iteration 44Q: 3 clusters Score -208895.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -208902.265625 Penalty: 777.877991 Iteration 45Q: 3 clusters Score -208902.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -208909.968750 Penalty: 777.877991 Iteration 46Q: 3 clusters Score -208910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -208919.781250 Penalty: 777.877991 Iteration 47Q: 3 clusters Score -208919.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -208927.031250 Penalty: 777.877991 Iteration 48Q: 3 clusters Score -208927 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -208937.312500 Penalty: 777.877991 Iteration 49Q: 3 clusters Score -208937.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -208943.156250 Penalty: 777.877991 Iteration 50Q: 3 clusters Score -208943.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -208949.437500 Penalty: 777.877991 Iteration 51Q: 3 clusters Score -208949.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -208951.546875 Penalty: 777.877991 Iteration 52Q: 3 clusters Score -208951.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -208952.718750 Penalty: 777.877991 Iteration 53Q: 3 clusters Score -208952.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -208953.656250 Penalty: 777.877991 Iteration 54Q: 3 clusters Score -208953.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -208954.734375 Penalty: 777.877991 Iteration 55Q: 3 clusters Score -208954.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -208954.890625 Penalty: 777.877991 Iteration 56Q: 3 clusters Score -208954.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -208955.171875 Penalty: 777.877991 Iteration 57Q: 3 clusters Score -208955.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -208955.171875 Penalty: 777.877991 Iteration 58F: 3 clusters Score -208955.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34802 members Entering Unmasked Estep Score: -1400096.625000 Penalty: 475.813049 Iteration 0F: 2 clusters Score -1400097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17204 members Mstep: Class 2 contains 17598 members Entering Unmasked Estep Score: -1376832.625000 Penalty: 951.626099 Iteration 0F: 3 clusters Score -1376833 nChanged 16776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 21646 members Entering Unmasked Estep Score: -1387665.500000 Penalty: 951.626099 Iteration 1F: 3 clusters Score -1387666 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -1389338.625000 Penalty: 951.626099 Iteration 2F: 3 clusters Score -1389339 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 26983 members Entering Unmasked Estep Score: -1391901.000000 Penalty: 951.626099 Iteration 3F: 3 clusters Score -1391901 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 30158 members Entering Unmasked Estep Score: -1395023.250000 Penalty: 951.626099 Iteration 4F: 3 clusters Score -1395023 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 32615 members Entering Unmasked Estep Score: -1397586.375000 Penalty: 951.626099 Iteration 5F: 3 clusters Score -1397586 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 33994 members Entering Unmasked Estep Score: -1398987.750000 Penalty: 951.626099 Iteration 6Q: 3 clusters Score -1398988 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 34503 members Entering Unmasked Estep Score: -1399458.750000 Penalty: 951.626099 Iteration 7Q: 3 clusters Score -1399459 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 34664 members Entering Unmasked Estep Score: -1399607.000000 Penalty: 951.626099 Iteration 8Q: 3 clusters Score -1399607 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 34705 members Entering Unmasked Estep Score: -1399636.375000 Penalty: 951.626099 Iteration 9Q: 3 clusters Score -1399636 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 34714 members Entering Unmasked Estep Score: -1399660.125000 Penalty: 951.626099 Iteration 10Q: 3 clusters Score -1399660 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 34720 members Entering Unmasked Estep Score: -1399668.750000 Penalty: 951.626099 Iteration 11Q: 3 clusters Score -1399669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 34725 members Entering Unmasked Estep Score: -1399671.125000 Penalty: 951.626099 Iteration 12Q: 3 clusters Score -1399671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 34728 members Entering Unmasked Estep Score: -1399673.250000 Penalty: 951.626099 Iteration 13Q: 3 clusters Score -1399673 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 34730 members Entering Unmasked Estep Score: -1399673.875000 Penalty: 951.626099 Iteration 14Q: 3 clusters Score -1399674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 34729 members Entering Unmasked Estep Score: -1399674.000000 Penalty: 951.626099 Iteration 15Q: 3 clusters Score -1399674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 34729 members Entering Unmasked Estep Score: -1399674.000000 Penalty: 951.626099 Iteration 16F: 3 clusters Score -1399674 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Entering Unmasked Estep Score: -382722.500000 Penalty: 418.225464 Iteration 0F: 2 clusters Score -382722.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -376166.531250 Penalty: 836.450928 Iteration 0F: 3 clusters Score -376166.5 nChanged 4567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -378937.937500 Penalty: 836.450928 Iteration 1F: 3 clusters Score -378937.9 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -379327.093750 Penalty: 836.450928 Iteration 2F: 3 clusters Score -379327.1 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -379789.375000 Penalty: 836.450928 Iteration 3F: 3 clusters Score -379789.4 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -380281.937500 Penalty: 836.450928 Iteration 4F: 3 clusters Score -380281.9 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -380700.562500 Penalty: 836.450928 Iteration 5F: 3 clusters Score -380700.6 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -380987.812500 Penalty: 836.450928 Iteration 6Q: 3 clusters Score -380987.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -381158.343750 Penalty: 836.450928 Iteration 7Q: 3 clusters Score -381158.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -381273.968750 Penalty: 836.450928 Iteration 8Q: 3 clusters Score -381274 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -381355.531250 Penalty: 836.450928 Iteration 9Q: 3 clusters Score -381355.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -381448.843750 Penalty: 836.450928 Iteration 10Q: 3 clusters Score -381448.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -381563.093750 Penalty: 836.450928 Iteration 11Q: 3 clusters Score -381563.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -381676.031250 Penalty: 836.450928 Iteration 12Q: 3 clusters Score -381676 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -381792.812500 Penalty: 836.450928 Iteration 13Q: 3 clusters Score -381792.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -381922.343750 Penalty: 836.450928 Iteration 14Q: 3 clusters Score -381922.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -382015.562500 Penalty: 836.450928 Iteration 15Q: 3 clusters Score -382015.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -382076.312500 Penalty: 836.450928 Iteration 16Q: 3 clusters Score -382076.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -382126.781250 Penalty: 836.450928 Iteration 17Q: 3 clusters Score -382126.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -382169.000000 Penalty: 836.450928 Iteration 18Q: 3 clusters Score -382169 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -382215.406250 Penalty: 836.450928 Iteration 19Q: 3 clusters Score -382215.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -382245.406250 Penalty: 836.450928 Iteration 20F: 3 clusters Score -382245.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -382270.937500 Penalty: 836.450928 Iteration 21Q: 3 clusters Score -382270.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -382298.968750 Penalty: 836.450928 Iteration 22Q: 3 clusters Score -382299 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -382329.375000 Penalty: 836.450928 Iteration 23Q: 3 clusters Score -382329.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -382349.593750 Penalty: 836.450928 Iteration 24Q: 3 clusters Score -382349.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -382367.218750 Penalty: 836.450928 Iteration 25Q: 3 clusters Score -382367.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -382376.968750 Penalty: 836.450928 Iteration 26Q: 3 clusters Score -382377 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -382385.968750 Penalty: 836.450928 Iteration 27Q: 3 clusters Score -382386 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -382392.562500 Penalty: 836.450928 Iteration 28Q: 3 clusters Score -382392.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -382402.750000 Penalty: 836.450928 Iteration 29Q: 3 clusters Score -382402.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -382414.625000 Penalty: 836.450928 Iteration 30Q: 3 clusters Score -382414.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -382426.406250 Penalty: 836.450928 Iteration 31Q: 3 clusters Score -382426.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -382434.937500 Penalty: 836.450928 Iteration 32Q: 3 clusters Score -382434.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -382445.906250 Penalty: 836.450928 Iteration 33Q: 3 clusters Score -382445.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -382450.625000 Penalty: 836.450928 Iteration 34Q: 3 clusters Score -382450.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -382453.875000 Penalty: 836.450928 Iteration 35Q: 3 clusters Score -382453.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -382456.375000 Penalty: 836.450928 Iteration 36Q: 3 clusters Score -382456.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -382458.125000 Penalty: 836.450928 Iteration 37Q: 3 clusters Score -382458.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -382458.500000 Penalty: 836.450928 Iteration 38Q: 3 clusters Score -382458.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -382458.500000 Penalty: 836.450928 Iteration 39F: 3 clusters Score -382458.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Entering Unmasked Estep Score: -75152.210938 Penalty: 345.199554 Iteration 0F: 2 clusters Score -75152.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -73732.156250 Penalty: 690.399109 Iteration 0F: 3 clusters Score -73732.16 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -74391.632812 Penalty: 690.399109 Iteration 1F: 3 clusters Score -74391.63 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -74591.820312 Penalty: 690.399109 Iteration 2F: 3 clusters Score -74591.82 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -74733.914062 Penalty: 690.399109 Iteration 3F: 3 clusters Score -74733.91 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -74816.406250 Penalty: 690.399109 Iteration 4F: 3 clusters Score -74816.41 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -74882.453125 Penalty: 690.399109 Iteration 5Q: 3 clusters Score -74882.45 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -74917.125000 Penalty: 690.399109 Iteration 6Q: 3 clusters Score -74917.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -74933.968750 Penalty: 690.399109 Iteration 7Q: 3 clusters Score -74933.97 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -74943.671875 Penalty: 690.399109 Iteration 8Q: 3 clusters Score -74943.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -74957.835938 Penalty: 690.399109 Iteration 9Q: 3 clusters Score -74957.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -74972.328125 Penalty: 690.399109 Iteration 10Q: 3 clusters Score -74972.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -74978.007812 Penalty: 690.399109 Iteration 11Q: 3 clusters Score -74978.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -74982.578125 Penalty: 690.399109 Iteration 12Q: 3 clusters Score -74982.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -74985.257812 Penalty: 690.399109 Iteration 13Q: 3 clusters Score -74985.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -74986.835938 Penalty: 690.399109 Iteration 14Q: 3 clusters Score -74986.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -74989.507812 Penalty: 690.399109 Iteration 15Q: 3 clusters Score -74989.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -74990.859375 Penalty: 690.399109 Iteration 16Q: 3 clusters Score -74990.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -74991.500000 Penalty: 690.399109 Iteration 17Q: 3 clusters Score -74991.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -74992.031250 Penalty: 690.399109 Iteration 18Q: 3 clusters Score -74992.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -74992.437500 Penalty: 690.399109 Iteration 19Q: 3 clusters Score -74992.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -74992.523438 Penalty: 690.399109 Iteration 20F: 3 clusters Score -74992.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (56935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56935 members Entering Unmasked Estep Score: -2233958.250000 Penalty: 498.209747 Iteration 0F: 2 clusters Score -2233958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28350 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -2195635.500000 Penalty: 996.419495 Iteration 0F: 3 clusters Score -2195636 nChanged 27634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25596 members Mstep: Class 2 contains 31339 members Entering Unmasked Estep Score: -2212696.750000 Penalty: 996.419495 Iteration 1F: 3 clusters Score -2212697 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23552 members Mstep: Class 2 contains 33383 members Entering Unmasked Estep Score: -2214276.250000 Penalty: 996.419495 Iteration 2F: 3 clusters Score -2214276 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20765 members Mstep: Class 2 contains 36170 members Entering Unmasked Estep Score: -2216891.000000 Penalty: 996.419495 Iteration 3F: 3 clusters Score -2216891 nChanged 4165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 39395 members Entering Unmasked Estep Score: -2220462.250000 Penalty: 996.419495 Iteration 4F: 3 clusters Score -2220462 nChanged 3904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 42305 members Entering Unmasked Estep Score: -2223893.500000 Penalty: 996.419495 Iteration 5F: 3 clusters Score -2223894 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 44602 members Entering Unmasked Estep Score: -2226207.250000 Penalty: 996.419495 Iteration 6F: 3 clusters Score -2226207 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 46315 members Entering Unmasked Estep Score: -2227472.250000 Penalty: 996.419495 Iteration 7Q: 3 clusters Score -2227472 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 47867 members Entering Unmasked Estep Score: -2228396.000000 Penalty: 996.419495 Iteration 8Q: 3 clusters Score -2228396 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 49329 members Entering Unmasked Estep Score: -2229274.000000 Penalty: 996.419495 Iteration 9Q: 3 clusters Score -2229274 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 50660 members Entering Unmasked Estep Score: -2230079.500000 Penalty: 996.419495 Iteration 10Q: 3 clusters Score -2230080 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 51833 members Entering Unmasked Estep Score: -2230826.250000 Penalty: 996.419495 Iteration 11Q: 3 clusters Score -2230826 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 52877 members Entering Unmasked Estep Score: -2231494.750000 Penalty: 996.419495 Iteration 12Q: 3 clusters Score -2231495 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 53749 members Entering Unmasked Estep Score: -2232059.500000 Penalty: 996.419495 Iteration 13Q: 3 clusters Score -2232060 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 54396 members Entering Unmasked Estep Score: -2232459.500000 Penalty: 996.419495 Iteration 14Q: 3 clusters Score -2232460 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 54908 members Entering Unmasked Estep Score: -2232765.000000 Penalty: 996.419495 Iteration 15Q: 3 clusters Score -2232765 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 55312 members Entering Unmasked Estep Score: -2232995.250000 Penalty: 996.419495 Iteration 16Q: 3 clusters Score -2232995 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 55624 members Entering Unmasked Estep Score: -2233187.750000 Penalty: 996.419495 Iteration 17Q: 3 clusters Score -2233188 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 55878 members Entering Unmasked Estep Score: -2233331.000000 Penalty: 996.419495 Iteration 18Q: 3 clusters Score -2233331 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 56039 members Entering Unmasked Estep Score: -2233412.500000 Penalty: 996.419495 Iteration 19Q: 3 clusters Score -2233412 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 56173 members Entering Unmasked Estep Score: -2233475.500000 Penalty: 996.419495 Iteration 20F: 3 clusters Score -2233476 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 56269 members Entering Unmasked Estep Score: -2233527.250000 Penalty: 996.419495 Iteration 21Q: 3 clusters Score -2233527 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 56344 members Entering Unmasked Estep Score: -2233574.000000 Penalty: 996.419495 Iteration 22Q: 3 clusters Score -2233574 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 56406 members Entering Unmasked Estep Score: -2233608.500000 Penalty: 996.419495 Iteration 23Q: 3 clusters Score -2233608 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 56447 members Entering Unmasked Estep Score: -2233635.750000 Penalty: 996.419495 Iteration 24Q: 3 clusters Score -2233636 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 56492 members Entering Unmasked Estep Score: -2233651.500000 Penalty: 996.419495 Iteration 25Q: 3 clusters Score -2233652 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 56510 members Entering Unmasked Estep Score: -2233661.750000 Penalty: 996.419495 Iteration 26Q: 3 clusters Score -2233662 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 56526 members Entering Unmasked Estep Score: -2233674.000000 Penalty: 996.419495 Iteration 27Q: 3 clusters Score -2233674 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 56544 members Entering Unmasked Estep Score: -2233676.000000 Penalty: 996.419495 Iteration 28Q: 3 clusters Score -2233676 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 56559 members Entering Unmasked Estep Score: -2233684.750000 Penalty: 996.419495 Iteration 29Q: 3 clusters Score -2233685 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 56564 members Entering Unmasked Estep Score: -2233690.500000 Penalty: 996.419495 Iteration 30Q: 3 clusters Score -2233690 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 56571 members Entering Unmasked Estep Score: -2233697.750000 Penalty: 996.419495 Iteration 31Q: 3 clusters Score -2233698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 56575 members Entering Unmasked Estep Score: -2233700.250000 Penalty: 996.419495 Iteration 32Q: 3 clusters Score -2233700 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 56578 members Entering Unmasked Estep Score: -2233697.000000 Penalty: 996.419495 Iteration 33Q: 3 clusters Score -2233697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 56579 members Entering Unmasked Estep Score: -2233697.250000 Penalty: 996.419495 Iteration 34Q: 3 clusters Score -2233697 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 56579 members Entering Unmasked Estep Score: -2233697.250000 Penalty: 996.419495 Iteration 35F: 3 clusters Score -2233697 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (17720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17720 members Entering Unmasked Estep Score: -710574.875000 Penalty: 445.101410 Iteration 0F: 2 clusters Score -710574.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -698952.750000 Penalty: 890.202820 Iteration 0F: 3 clusters Score -698952.8 nChanged 8375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -704701.750000 Penalty: 890.202820 Iteration 1F: 3 clusters Score -704701.8 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -706139.875000 Penalty: 890.202820 Iteration 2F: 3 clusters Score -706139.9 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -707763.562500 Penalty: 890.202820 Iteration 3F: 3 clusters Score -707763.6 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -709090.625000 Penalty: 890.202820 Iteration 4F: 3 clusters Score -709090.6 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -710023.250000 Penalty: 890.202820 Iteration 5F: 3 clusters Score -710023.2 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -710529.187500 Penalty: 890.202820 Iteration 6Q: 3 clusters Score -710529.2 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -710746.187500 Penalty: 890.202820 Iteration 7Q: 3 clusters Score -710746.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -710830.687500 Penalty: 890.202820 Iteration 8Q: 3 clusters Score -710830.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -710865.312500 Penalty: 890.202820 Iteration 9Q: 3 clusters Score -710865.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -710878.125000 Penalty: 890.202820 Iteration 10Q: 3 clusters Score -710878.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -710882.375000 Penalty: 890.202820 Iteration 11Q: 3 clusters Score -710882.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -710884.875000 Penalty: 890.202820 Iteration 12Q: 3 clusters Score -710884.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -710885.187500 Penalty: 890.202820 Iteration 13Q: 3 clusters Score -710885.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -710886.000000 Penalty: 890.202820 Iteration 14Q: 3 clusters Score -710886 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -710886.187500 Penalty: 890.202820 Iteration 15Q: 3 clusters Score -710886.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -710887.687500 Penalty: 890.202820 Iteration 16Q: 3 clusters Score -710887.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -710890.875000 Penalty: 890.202820 Iteration 17Q: 3 clusters Score -710890.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -710892.125000 Penalty: 890.202820 Iteration 18Q: 3 clusters Score -710892.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11311 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -710891.500000 Penalty: 890.202820 Iteration 19Q: 3 clusters Score -710891.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -710893.000000 Penalty: 890.202820 Iteration 20F: 3 clusters Score -710893 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -710893.625000 Penalty: 890.202820 Iteration 21Q: 3 clusters Score -710893.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11328 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -710894.250000 Penalty: 890.202820 Iteration 22Q: 3 clusters Score -710894.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -710894.750000 Penalty: 890.202820 Iteration 23Q: 3 clusters Score -710894.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -710893.812500 Penalty: 890.202820 Iteration 24Q: 3 clusters Score -710893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -710893.812500 Penalty: 890.202820 Iteration 25F: 3 clusters Score -710893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 11333 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27332 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6387 members Entering Unmasked Estep Score: -14465052.000000 Penalty: 23449.078125 Splitting cluster 14 changes total score from -14464890.000000 to -14465052.000000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 15 (853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Entering Unmasked Estep Score: -22696.945312 Penalty: 307.068573 Iteration 0F: 2 clusters Score -22696.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -22035.244141 Penalty: 614.137146 Iteration 0F: 3 clusters Score -22035.24 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -22437.181641 Penalty: 614.137146 Iteration 1F: 3 clusters Score -22437.18 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -22581.427734 Penalty: 614.137146 Iteration 2F: 3 clusters Score -22581.43 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -22665.351562 Penalty: 614.137146 Iteration 3F: 3 clusters Score -22665.35 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -22706.005859 Penalty: 614.137146 Iteration 4Q: 3 clusters Score -22706.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -22724.183594 Penalty: 614.137146 Iteration 5Q: 3 clusters Score -22724.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -22729.902344 Penalty: 614.137146 Iteration 6Q: 3 clusters Score -22729.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -22733.730469 Penalty: 614.137146 Iteration 7Q: 3 clusters Score -22733.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -22736.648438 Penalty: 614.137146 Iteration 8Q: 3 clusters Score -22736.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -22737.734375 Penalty: 614.137146 Iteration 9Q: 3 clusters Score -22737.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -22737.734375 Penalty: 614.137146 Iteration 10F: 3 clusters Score -22737.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 11333 members Mstep: Class 15 contains 372 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27332 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6387 members Mstep: Class 41 contains 481 members Entering Unmasked Estep Score: -14464801.000000 Penalty: 24035.304688 Splitting cluster 15 changes total score from -14464890.000000 to -14464801.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (33316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33316 members Entering Unmasked Estep Score: -1314023.750000 Penalty: 473.827576 Iteration 0F: 2 clusters Score -1314024 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -1291702.000000 Penalty: 947.655151 Iteration 0F: 3 clusters Score -1291702 nChanged 16004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 15823 members Entering Unmasked Estep Score: -1301270.875000 Penalty: 947.655151 Iteration 1F: 3 clusters Score -1301271 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -1301781.375000 Penalty: 947.655151 Iteration 2Q: 3 clusters Score -1301781 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19179 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -1302413.875000 Penalty: 947.655151 Iteration 3F: 3 clusters Score -1302414 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20506 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -1303227.750000 Penalty: 947.655151 Iteration 4F: 3 clusters Score -1303228 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -1304357.625000 Penalty: 947.655151 Iteration 5F: 3 clusters Score -1304358 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24345 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -1305948.375000 Penalty: 947.655151 Iteration 6F: 3 clusters Score -1305948 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26705 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1307932.625000 Penalty: 947.655151 Iteration 7F: 3 clusters Score -1307933 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29046 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1310035.750000 Penalty: 947.655151 Iteration 8F: 3 clusters Score -1310036 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30872 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1311685.125000 Penalty: 947.655151 Iteration 9F: 3 clusters Score -1311685 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32053 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1312705.625000 Penalty: 947.655151 Iteration 10Q: 3 clusters Score -1312706 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32693 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1313240.875000 Penalty: 947.655151 Iteration 11Q: 3 clusters Score -1313241 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32991 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1313470.000000 Penalty: 947.655151 Iteration 12Q: 3 clusters Score -1313470 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33119 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -1313569.125000 Penalty: 947.655151 Iteration 13Q: 3 clusters Score -1313569 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33162 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -1313600.125000 Penalty: 947.655151 Iteration 14Q: 3 clusters Score -1313600 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33178 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1313619.875000 Penalty: 947.655151 Iteration 15Q: 3 clusters Score -1313620 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33190 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1313642.000000 Penalty: 947.655151 Iteration 16Q: 3 clusters Score -1313642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33198 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -1313663.125000 Penalty: 947.655151 Iteration 17Q: 3 clusters Score -1313663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -1313673.750000 Penalty: 947.655151 Iteration 18Q: 3 clusters Score -1313674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33199 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1313678.125000 Penalty: 947.655151 Iteration 19Q: 3 clusters Score -1313678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33202 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1313680.625000 Penalty: 947.655151 Iteration 20F: 3 clusters Score -1313681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33200 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1313682.625000 Penalty: 947.655151 Iteration 21Q: 3 clusters Score -1313683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33199 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1313682.375000 Penalty: 947.655151 Iteration 22Q: 3 clusters Score -1313682 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33199 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1313682.375000 Penalty: 947.655151 Iteration 23F: 3 clusters Score -1313682 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Entering Unmasked Estep Score: -28599.832031 Penalty: 301.696106 Iteration 0F: 2 clusters Score -28599.83 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 367 members Entering Unmasked Estep Score: -27955.484375 Penalty: 603.392212 Iteration 0F: 3 clusters Score -27955.48 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -28144.046875 Penalty: 603.392212 Iteration 1F: 3 clusters Score -28144.05 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28194.046875 Penalty: 603.392212 Iteration 2F: 3 clusters Score -28194.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -28227.423828 Penalty: 603.392212 Iteration 3F: 3 clusters Score -28227.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -28258.884766 Penalty: 603.392212 Iteration 4Q: 3 clusters Score -28258.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -28286.453125 Penalty: 603.392212 Iteration 5Q: 3 clusters Score -28286.45 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -28314.845703 Penalty: 603.392212 Iteration 6Q: 3 clusters Score -28314.85 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -28336.085938 Penalty: 603.392212 Iteration 7Q: 3 clusters Score -28336.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -28349.707031 Penalty: 603.392212 Iteration 8Q: 3 clusters Score -28349.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -28359.636719 Penalty: 603.392212 Iteration 9Q: 3 clusters Score -28359.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -28367.572266 Penalty: 603.392212 Iteration 10Q: 3 clusters Score -28367.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -28373.996094 Penalty: 603.392212 Iteration 11Q: 3 clusters Score -28374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -28378.419922 Penalty: 603.392212 Iteration 12Q: 3 clusters Score -28378.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -28383.212891 Penalty: 603.392212 Iteration 13Q: 3 clusters Score -28383.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -28388.441406 Penalty: 603.392212 Iteration 14Q: 3 clusters Score -28388.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -28390.392578 Penalty: 603.392212 Iteration 15Q: 3 clusters Score -28390.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -28391.919922 Penalty: 603.392212 Iteration 16Q: 3 clusters Score -28391.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -28392.857422 Penalty: 603.392212 Iteration 17Q: 3 clusters Score -28392.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -28392.992188 Penalty: 603.392212 Iteration 18Q: 3 clusters Score -28392.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -28392.992188 Penalty: 603.392212 Iteration 19F: 3 clusters Score -28392.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Entering Unmasked Estep Score: -29513.082031 Penalty: 302.528778 Iteration 0F: 2 clusters Score -29513.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -28848.271484 Penalty: 605.057556 Iteration 0F: 3 clusters Score -28848.27 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -29028.708984 Penalty: 605.057556 Iteration 1F: 3 clusters Score -29028.71 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -29078.054688 Penalty: 605.057556 Iteration 2F: 3 clusters Score -29078.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -29120.945312 Penalty: 605.057556 Iteration 3F: 3 clusters Score -29120.95 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29153.687500 Penalty: 605.057556 Iteration 4F: 3 clusters Score -29153.69 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -29177.109375 Penalty: 605.057556 Iteration 5Q: 3 clusters Score -29177.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29198.328125 Penalty: 605.057556 Iteration 6Q: 3 clusters Score -29198.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29205.869141 Penalty: 605.057556 Iteration 7Q: 3 clusters Score -29205.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29212.759766 Penalty: 605.057556 Iteration 8Q: 3 clusters Score -29212.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -29220.605469 Penalty: 605.057556 Iteration 9Q: 3 clusters Score -29220.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -29222.457031 Penalty: 605.057556 Iteration 10Q: 3 clusters Score -29222.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29223.054688 Penalty: 605.057556 Iteration 11Q: 3 clusters Score -29223.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -29223.785156 Penalty: 605.057556 Iteration 12Q: 3 clusters Score -29223.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -29224.330078 Penalty: 605.057556 Iteration 13Q: 3 clusters Score -29224.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29225.072266 Penalty: 605.057556 Iteration 14Q: 3 clusters Score -29225.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -29225.380859 Penalty: 605.057556 Iteration 15Q: 3 clusters Score -29225.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -29225.738281 Penalty: 605.057556 Iteration 16Q: 3 clusters Score -29225.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -29225.943359 Penalty: 605.057556 Iteration 17Q: 3 clusters Score -29225.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -29225.943359 Penalty: 605.057556 Iteration 18F: 3 clusters Score -29225.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Entering Unmasked Estep Score: -312980.406250 Penalty: 408.546234 Iteration 0F: 2 clusters Score -312980.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -307642.937500 Penalty: 817.092468 Iteration 0F: 3 clusters Score -307642.9 nChanged 3680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -309898.843750 Penalty: 817.092468 Iteration 1F: 3 clusters Score -309898.8 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -310254.906250 Penalty: 817.092468 Iteration 2F: 3 clusters Score -310254.9 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -310610.875000 Penalty: 817.092468 Iteration 3F: 3 clusters Score -310610.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -311019.750000 Penalty: 817.092468 Iteration 4F: 3 clusters Score -311019.8 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -311434.562500 Penalty: 817.092468 Iteration 5F: 3 clusters Score -311434.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -311831.781250 Penalty: 817.092468 Iteration 6F: 3 clusters Score -311831.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -312089.843750 Penalty: 817.092468 Iteration 7Q: 3 clusters Score -312089.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -312241.406250 Penalty: 817.092468 Iteration 8Q: 3 clusters Score -312241.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -312339.281250 Penalty: 817.092468 Iteration 9Q: 3 clusters Score -312339.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -312419.625000 Penalty: 817.092468 Iteration 10Q: 3 clusters Score -312419.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -312474.218750 Penalty: 817.092468 Iteration 11Q: 3 clusters Score -312474.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -312514.968750 Penalty: 817.092468 Iteration 12Q: 3 clusters Score -312515 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -312549.093750 Penalty: 817.092468 Iteration 13Q: 3 clusters Score -312549.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -312577.750000 Penalty: 817.092468 Iteration 14Q: 3 clusters Score -312577.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -312603.812500 Penalty: 817.092468 Iteration 15Q: 3 clusters Score -312603.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -312626.406250 Penalty: 817.092468 Iteration 16Q: 3 clusters Score -312626.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -312641.687500 Penalty: 817.092468 Iteration 17Q: 3 clusters Score -312641.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -312652.343750 Penalty: 817.092468 Iteration 18Q: 3 clusters Score -312652.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -312660.812500 Penalty: 817.092468 Iteration 19Q: 3 clusters Score -312660.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -312666.125000 Penalty: 817.092468 Iteration 20F: 3 clusters Score -312666.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -312674.875000 Penalty: 817.092468 Iteration 21Q: 3 clusters Score -312674.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -312684.656250 Penalty: 817.092468 Iteration 22Q: 3 clusters Score -312684.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -312688.812500 Penalty: 817.092468 Iteration 23Q: 3 clusters Score -312688.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -312692.062500 Penalty: 817.092468 Iteration 24Q: 3 clusters Score -312692.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -312695.375000 Penalty: 817.092468 Iteration 25Q: 3 clusters Score -312695.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -312698.281250 Penalty: 817.092468 Iteration 26Q: 3 clusters Score -312698.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -312703.343750 Penalty: 817.092468 Iteration 27Q: 3 clusters Score -312703.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -312710.500000 Penalty: 817.092468 Iteration 28Q: 3 clusters Score -312710.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -312718.718750 Penalty: 817.092468 Iteration 29Q: 3 clusters Score -312718.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -312724.125000 Penalty: 817.092468 Iteration 30Q: 3 clusters Score -312724.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -312729.125000 Penalty: 817.092468 Iteration 31Q: 3 clusters Score -312729.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -312730.593750 Penalty: 817.092468 Iteration 32Q: 3 clusters Score -312730.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -312731.843750 Penalty: 817.092468 Iteration 33Q: 3 clusters Score -312731.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -312733.343750 Penalty: 817.092468 Iteration 34Q: 3 clusters Score -312733.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -312734.750000 Penalty: 817.092468 Iteration 35Q: 3 clusters Score -312734.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -312736.562500 Penalty: 817.092468 Iteration 36Q: 3 clusters Score -312736.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -312738.062500 Penalty: 817.092468 Iteration 37Q: 3 clusters Score -312738.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -312737.937500 Penalty: 817.092468 Iteration 38Q: 3 clusters Score -312737.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -312738.218750 Penalty: 817.092468 Iteration 39Q: 3 clusters Score -312738.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -312738.500000 Penalty: 817.092468 Iteration 40F: 3 clusters Score -312738.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -312739.062500 Penalty: 817.092468 Iteration 41Q: 3 clusters Score -312739.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -312739.375000 Penalty: 817.092468 Iteration 42Q: 3 clusters Score -312739.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -312739.343750 Penalty: 817.092468 Iteration 43Q: 3 clusters Score -312739.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -312739.812500 Penalty: 817.092468 Iteration 44Q: 3 clusters Score -312739.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -312739.750000 Penalty: 817.092468 Iteration 45Q: 3 clusters Score -312739.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -312739.750000 Penalty: 817.092468 Iteration 46F: 3 clusters Score -312739.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Entering Unmasked Estep Score: -129590.859375 Penalty: 368.571136 Iteration 0F: 2 clusters Score -129590.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -127315.296875 Penalty: 737.142273 Iteration 0F: 3 clusters Score -127315.3 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -128253.531250 Penalty: 737.142273 Iteration 1F: 3 clusters Score -128253.5 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -128496.554688 Penalty: 737.142273 Iteration 2F: 3 clusters Score -128496.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -128730.250000 Penalty: 737.142273 Iteration 3F: 3 clusters Score -128730.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -128947.468750 Penalty: 737.142273 Iteration 4F: 3 clusters Score -128947.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -129083.156250 Penalty: 737.142273 Iteration 5Q: 3 clusters Score -129083.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -129166.742188 Penalty: 737.142273 Iteration 6Q: 3 clusters Score -129166.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -129217.109375 Penalty: 737.142273 Iteration 7Q: 3 clusters Score -129217.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -129256.359375 Penalty: 737.142273 Iteration 8Q: 3 clusters Score -129256.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -129277.484375 Penalty: 737.142273 Iteration 9Q: 3 clusters Score -129277.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -129286.859375 Penalty: 737.142273 Iteration 10Q: 3 clusters Score -129286.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -129295.359375 Penalty: 737.142273 Iteration 11Q: 3 clusters Score -129295.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -129298.375000 Penalty: 737.142273 Iteration 12Q: 3 clusters Score -129298.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -129298.375000 Penalty: 737.142273 Iteration 13F: 3 clusters Score -129298.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Entering Unmasked Estep Score: -69547.171875 Penalty: 349.468994 Iteration 0F: 2 clusters Score -69547.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -68007.468750 Penalty: 698.937988 Iteration 0F: 3 clusters Score -68007.47 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -68538.593750 Penalty: 698.937988 Iteration 1F: 3 clusters Score -68538.59 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -68639.421875 Penalty: 698.937988 Iteration 2F: 3 clusters Score -68639.42 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -68740.664062 Penalty: 698.937988 Iteration 3F: 3 clusters Score -68740.66 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -68814.812500 Penalty: 698.937988 Iteration 4F: 3 clusters Score -68814.81 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -68882.023438 Penalty: 698.937988 Iteration 5Q: 3 clusters Score -68882.02 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -68945.820312 Penalty: 698.937988 Iteration 6Q: 3 clusters Score -68945.82 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -69008.382812 Penalty: 698.937988 Iteration 7Q: 3 clusters Score -69008.38 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -69055.656250 Penalty: 698.937988 Iteration 8Q: 3 clusters Score -69055.66 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -69097.898438 Penalty: 698.937988 Iteration 9Q: 3 clusters Score -69097.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -69124.468750 Penalty: 698.937988 Iteration 10Q: 3 clusters Score -69124.47 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -69145.023438 Penalty: 698.937988 Iteration 11Q: 3 clusters Score -69145.02 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -69161.304688 Penalty: 698.937988 Iteration 12Q: 3 clusters Score -69161.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -69173.710938 Penalty: 698.937988 Iteration 13Q: 3 clusters Score -69173.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -69182.281250 Penalty: 698.937988 Iteration 14Q: 3 clusters Score -69182.28 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -69190.820312 Penalty: 698.937988 Iteration 15Q: 3 clusters Score -69190.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -69199.523438 Penalty: 698.937988 Iteration 16Q: 3 clusters Score -69199.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -69207.726562 Penalty: 698.937988 Iteration 17Q: 3 clusters Score -69207.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -69219.875000 Penalty: 698.937988 Iteration 18Q: 3 clusters Score -69219.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -69235.156250 Penalty: 698.937988 Iteration 19Q: 3 clusters Score -69235.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -69247.289062 Penalty: 698.937988 Iteration 20F: 3 clusters Score -69247.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -69263.757812 Penalty: 698.937988 Iteration 21Q: 3 clusters Score -69263.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -69271.687500 Penalty: 698.937988 Iteration 22Q: 3 clusters Score -69271.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -69278.250000 Penalty: 698.937988 Iteration 23Q: 3 clusters Score -69278.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -69284.156250 Penalty: 698.937988 Iteration 24Q: 3 clusters Score -69284.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -69288.609375 Penalty: 698.937988 Iteration 25Q: 3 clusters Score -69288.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -69289.039062 Penalty: 698.937988 Iteration 26Q: 3 clusters Score -69289.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -69289.796875 Penalty: 698.937988 Iteration 27Q: 3 clusters Score -69289.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -69290.671875 Penalty: 698.937988 Iteration 28Q: 3 clusters Score -69290.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -69292.039062 Penalty: 698.937988 Iteration 29Q: 3 clusters Score -69292.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -69293.093750 Penalty: 698.937988 Iteration 30Q: 3 clusters Score -69293.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -69293.953125 Penalty: 698.937988 Iteration 31Q: 3 clusters Score -69293.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -69293.953125 Penalty: 698.937988 Iteration 32F: 3 clusters Score -69293.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Entering Unmasked Estep Score: -502261.125000 Penalty: 430.334595 Iteration 0F: 2 clusters Score -502261.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -493775.343750 Penalty: 860.669189 Iteration 0F: 3 clusters Score -493775.3 nChanged 5985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -497944.187500 Penalty: 860.669189 Iteration 1F: 3 clusters Score -497944.2 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -498736.562500 Penalty: 860.669189 Iteration 2F: 3 clusters Score -498736.6 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -499648.031250 Penalty: 860.669189 Iteration 3F: 3 clusters Score -499648 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -500445.750000 Penalty: 860.669189 Iteration 4F: 3 clusters Score -500445.8 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -501040.562500 Penalty: 860.669189 Iteration 5Q: 3 clusters Score -501040.6 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -501423.593750 Penalty: 860.669189 Iteration 6Q: 3 clusters Score -501423.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -501644.843750 Penalty: 860.669189 Iteration 7Q: 3 clusters Score -501644.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -501742.718750 Penalty: 860.669189 Iteration 8Q: 3 clusters Score -501742.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -501796.875000 Penalty: 860.669189 Iteration 9Q: 3 clusters Score -501796.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -501834.250000 Penalty: 860.669189 Iteration 10Q: 3 clusters Score -501834.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -501869.968750 Penalty: 860.669189 Iteration 11Q: 3 clusters Score -501870 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -501911.437500 Penalty: 860.669189 Iteration 12Q: 3 clusters Score -501911.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -501956.593750 Penalty: 860.669189 Iteration 13Q: 3 clusters Score -501956.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -501985.812500 Penalty: 860.669189 Iteration 14Q: 3 clusters Score -501985.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -502008.781250 Penalty: 860.669189 Iteration 15Q: 3 clusters Score -502008.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -502022.500000 Penalty: 860.669189 Iteration 16Q: 3 clusters Score -502022.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -502035.031250 Penalty: 860.669189 Iteration 17Q: 3 clusters Score -502035 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11763 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -502046.656250 Penalty: 860.669189 Iteration 18Q: 3 clusters Score -502046.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -502056.531250 Penalty: 860.669189 Iteration 19Q: 3 clusters Score -502056.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -502063.312500 Penalty: 860.669189 Iteration 20F: 3 clusters Score -502063.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -502069.531250 Penalty: 860.669189 Iteration 21Q: 3 clusters Score -502069.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -502079.750000 Penalty: 860.669189 Iteration 22Q: 3 clusters Score -502079.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -502090.093750 Penalty: 860.669189 Iteration 23Q: 3 clusters Score -502090.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -502097.718750 Penalty: 860.669189 Iteration 24Q: 3 clusters Score -502097.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -502101.500000 Penalty: 860.669189 Iteration 25Q: 3 clusters Score -502101.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -502105.000000 Penalty: 860.669189 Iteration 26Q: 3 clusters Score -502105 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -502105.968750 Penalty: 860.669189 Iteration 27Q: 3 clusters Score -502106 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -502109.750000 Penalty: 860.669189 Iteration 28Q: 3 clusters Score -502109.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -502114.750000 Penalty: 860.669189 Iteration 29Q: 3 clusters Score -502114.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -502118.750000 Penalty: 860.669189 Iteration 30Q: 3 clusters Score -502118.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -502120.875000 Penalty: 860.669189 Iteration 31Q: 3 clusters Score -502120.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -502122.000000 Penalty: 860.669189 Iteration 32Q: 3 clusters Score -502122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -502123.593750 Penalty: 860.669189 Iteration 33Q: 3 clusters Score -502123.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -502124.312500 Penalty: 860.669189 Iteration 34Q: 3 clusters Score -502124.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -502125.843750 Penalty: 860.669189 Iteration 35Q: 3 clusters Score -502125.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -502125.906250 Penalty: 860.669189 Iteration 36Q: 3 clusters Score -502125.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -502124.906250 Penalty: 860.669189 Iteration 37Q: 3 clusters Score -502124.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -502126.031250 Penalty: 860.669189 Iteration 38Q: 3 clusters Score -502126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -502127.718750 Penalty: 860.669189 Iteration 39Q: 3 clusters Score -502127.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -502127.718750 Penalty: 860.669189 Iteration 40F: 3 clusters Score -502127.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Entering Unmasked Estep Score: -34507.660156 Penalty: 306.639801 Iteration 0F: 2 clusters Score -34507.66 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 427 members Entering Unmasked Estep Score: -33797.734375 Penalty: 613.279602 Iteration 0F: 3 clusters Score -33797.73 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -34001.218750 Penalty: 613.279602 Iteration 1F: 3 clusters Score -34001.22 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -34112.597656 Penalty: 613.279602 Iteration 2F: 3 clusters Score -34112.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -34193.585938 Penalty: 613.279602 Iteration 3F: 3 clusters Score -34193.59 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -34236.695312 Penalty: 613.279602 Iteration 4F: 3 clusters Score -34236.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -34283.503906 Penalty: 613.279602 Iteration 5Q: 3 clusters Score -34283.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -34323.199219 Penalty: 613.279602 Iteration 6Q: 3 clusters Score -34323.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -34342.765625 Penalty: 613.279602 Iteration 7Q: 3 clusters Score -34342.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -34353.519531 Penalty: 613.279602 Iteration 8Q: 3 clusters Score -34353.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -34365.390625 Penalty: 613.279602 Iteration 9Q: 3 clusters Score -34365.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -34373.679688 Penalty: 613.279602 Iteration 10Q: 3 clusters Score -34373.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -34378.246094 Penalty: 613.279602 Iteration 11Q: 3 clusters Score -34378.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -34386.082031 Penalty: 613.279602 Iteration 12Q: 3 clusters Score -34386.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -34391.554688 Penalty: 613.279602 Iteration 13Q: 3 clusters Score -34391.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -34397.906250 Penalty: 613.279602 Iteration 14Q: 3 clusters Score -34397.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -34405.312500 Penalty: 613.279602 Iteration 15Q: 3 clusters Score -34405.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -34410.898438 Penalty: 613.279602 Iteration 16Q: 3 clusters Score -34410.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -34420.109375 Penalty: 613.279602 Iteration 17Q: 3 clusters Score -34420.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -34430.453125 Penalty: 613.279602 Iteration 18Q: 3 clusters Score -34430.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -34433.183594 Penalty: 613.279602 Iteration 19Q: 3 clusters Score -34433.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -34435.535156 Penalty: 613.279602 Iteration 20F: 3 clusters Score -34435.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34443.613281 Penalty: 613.279602 Iteration 21Q: 3 clusters Score -34443.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34455.746094 Penalty: 613.279602 Iteration 22Q: 3 clusters Score -34455.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -34460.566406 Penalty: 613.279602 Iteration 23Q: 3 clusters Score -34460.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34463.949219 Penalty: 613.279602 Iteration 24Q: 3 clusters Score -34463.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34465.011719 Penalty: 613.279602 Iteration 25Q: 3 clusters Score -34465.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34465.011719 Penalty: 613.279602 Iteration 26F: 3 clusters Score -34465.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Entering Unmasked Estep Score: -155680.000000 Penalty: 380.051941 Iteration 0F: 2 clusters Score -155680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -152745.390625 Penalty: 760.103882 Iteration 0F: 3 clusters Score -152745.4 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -153847.359375 Penalty: 760.103882 Iteration 1F: 3 clusters Score -153847.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -153957.859375 Penalty: 760.103882 Iteration 2F: 3 clusters Score -153957.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -154079.140625 Penalty: 760.103882 Iteration 3F: 3 clusters Score -154079.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -154222.171875 Penalty: 760.103882 Iteration 4F: 3 clusters Score -154222.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -154370.921875 Penalty: 760.103882 Iteration 5F: 3 clusters Score -154370.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -154520.796875 Penalty: 760.103882 Iteration 6Q: 3 clusters Score -154520.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -154681.218750 Penalty: 760.103882 Iteration 7Q: 3 clusters Score -154681.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -154822.187500 Penalty: 760.103882 Iteration 8Q: 3 clusters Score -154822.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -154887.312500 Penalty: 760.103882 Iteration 9Q: 3 clusters Score -154887.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -154922.328125 Penalty: 760.103882 Iteration 10Q: 3 clusters Score -154922.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -154951.234375 Penalty: 760.103882 Iteration 11Q: 3 clusters Score -154951.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -154975.687500 Penalty: 760.103882 Iteration 12Q: 3 clusters Score -154975.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -154992.281250 Penalty: 760.103882 Iteration 13Q: 3 clusters Score -154992.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -155003.296875 Penalty: 760.103882 Iteration 14Q: 3 clusters Score -155003.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -155017.859375 Penalty: 760.103882 Iteration 15Q: 3 clusters Score -155017.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -155026.812500 Penalty: 760.103882 Iteration 16Q: 3 clusters Score -155026.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -155038.109375 Penalty: 760.103882 Iteration 17Q: 3 clusters Score -155038.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -155050.656250 Penalty: 760.103882 Iteration 18Q: 3 clusters Score -155050.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -155066.968750 Penalty: 760.103882 Iteration 19Q: 3 clusters Score -155067 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -155086.484375 Penalty: 760.103882 Iteration 20F: 3 clusters Score -155086.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -155102.046875 Penalty: 760.103882 Iteration 21Q: 3 clusters Score -155102 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -155116.484375 Penalty: 760.103882 Iteration 22Q: 3 clusters Score -155116.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -155134.250000 Penalty: 760.103882 Iteration 23Q: 3 clusters Score -155134.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -155149.468750 Penalty: 760.103882 Iteration 24Q: 3 clusters Score -155149.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -155165.296875 Penalty: 760.103882 Iteration 25Q: 3 clusters Score -155165.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -155180.453125 Penalty: 760.103882 Iteration 26Q: 3 clusters Score -155180.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -155200.046875 Penalty: 760.103882 Iteration 27Q: 3 clusters Score -155200 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -155217.703125 Penalty: 760.103882 Iteration 28Q: 3 clusters Score -155217.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -155231.343750 Penalty: 760.103882 Iteration 29Q: 3 clusters Score -155231.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -155243.718750 Penalty: 760.103882 Iteration 30Q: 3 clusters Score -155243.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -155261.078125 Penalty: 760.103882 Iteration 31Q: 3 clusters Score -155261.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -155280.437500 Penalty: 760.103882 Iteration 32Q: 3 clusters Score -155280.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -155298.546875 Penalty: 760.103882 Iteration 33Q: 3 clusters Score -155298.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -155321.906250 Penalty: 760.103882 Iteration 34Q: 3 clusters Score -155321.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -155346.921875 Penalty: 760.103882 Iteration 35Q: 3 clusters Score -155346.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -155371.750000 Penalty: 760.103882 Iteration 36Q: 3 clusters Score -155371.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -155384.765625 Penalty: 760.103882 Iteration 37Q: 3 clusters Score -155384.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -155394.343750 Penalty: 760.103882 Iteration 38Q: 3 clusters Score -155394.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -155402.578125 Penalty: 760.103882 Iteration 39Q: 3 clusters Score -155402.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -155410.296875 Penalty: 760.103882 Iteration 40F: 3 clusters Score -155410.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -155415.265625 Penalty: 760.103882 Iteration 41Q: 3 clusters Score -155415.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -155416.296875 Penalty: 760.103882 Iteration 42Q: 3 clusters Score -155416.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -155416.828125 Penalty: 760.103882 Iteration 43Q: 3 clusters Score -155416.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -155417.015625 Penalty: 760.103882 Iteration 44Q: 3 clusters Score -155417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -155418.078125 Penalty: 760.103882 Iteration 45Q: 3 clusters Score -155418.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -155418.656250 Penalty: 760.103882 Iteration 46Q: 3 clusters Score -155418.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -155418.859375 Penalty: 760.103882 Iteration 47Q: 3 clusters Score -155418.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -155419.000000 Penalty: 760.103882 Iteration 48Q: 3 clusters Score -155419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -155419.609375 Penalty: 760.103882 Iteration 49Q: 3 clusters Score -155419.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -155419.593750 Penalty: 760.103882 Iteration 50Q: 3 clusters Score -155419.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -155419.984375 Penalty: 760.103882 Iteration 51Q: 3 clusters Score -155420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -155419.984375 Penalty: 760.103882 Iteration 52Q: 3 clusters Score -155420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -155420.031250 Penalty: 760.103882 Iteration 53Q: 3 clusters Score -155420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -155419.906250 Penalty: 760.103882 Iteration 54Q: 3 clusters Score -155419.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -155420.218750 Penalty: 760.103882 Iteration 55Q: 3 clusters Score -155420.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -155420.375000 Penalty: 760.103882 Iteration 56Q: 3 clusters Score -155420.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -155420.250000 Penalty: 760.103882 Iteration 57Q: 3 clusters Score -155420.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -155420.593750 Penalty: 760.103882 Iteration 58Q: 3 clusters Score -155420.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -155420.593750 Penalty: 760.103882 Iteration 59F: 3 clusters Score -155420.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Entering Unmasked Estep Score: -29186.367188 Penalty: 313.383636 Iteration 0F: 2 clusters Score -29186.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -28393.925781 Penalty: 626.767273 Iteration 0F: 3 clusters Score -28393.93 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -28718.681641 Penalty: 626.767273 Iteration 1F: 3 clusters Score -28718.68 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28849.994141 Penalty: 626.767273 Iteration 2F: 3 clusters Score -28849.99 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -28940.031250 Penalty: 626.767273 Iteration 3F: 3 clusters Score -28940.03 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -28976.609375 Penalty: 626.767273 Iteration 4F: 3 clusters Score -28976.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -28994.906250 Penalty: 626.767273 Iteration 5Q: 3 clusters Score -28994.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -29002.634766 Penalty: 626.767273 Iteration 6Q: 3 clusters Score -29002.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29009.484375 Penalty: 626.767273 Iteration 7Q: 3 clusters Score -29009.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29013.267578 Penalty: 626.767273 Iteration 8Q: 3 clusters Score -29013.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29016.851562 Penalty: 626.767273 Iteration 9Q: 3 clusters Score -29016.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29020.175781 Penalty: 626.767273 Iteration 10Q: 3 clusters Score -29020.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -29022.941406 Penalty: 626.767273 Iteration 11Q: 3 clusters Score -29022.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -29024.462891 Penalty: 626.767273 Iteration 12Q: 3 clusters Score -29024.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -29024.806641 Penalty: 626.767273 Iteration 13Q: 3 clusters Score -29024.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -29025.283203 Penalty: 626.767273 Iteration 14Q: 3 clusters Score -29025.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -29025.841797 Penalty: 626.767273 Iteration 15Q: 3 clusters Score -29025.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -29026.421875 Penalty: 626.767273 Iteration 16Q: 3 clusters Score -29026.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -29026.421875 Penalty: 626.767273 Iteration 17F: 3 clusters Score -29026.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (27332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27332 members Entering Unmasked Estep Score: -1038621.687500 Penalty: 464.819519 Iteration 0F: 2 clusters Score -1038622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -1020299.937500 Penalty: 929.639038 Iteration 0F: 3 clusters Score -1020300 nChanged 13048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15595 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1028031.187500 Penalty: 929.639038 Iteration 1F: 3 clusters Score -1028031 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -1028717.375000 Penalty: 929.639038 Iteration 2F: 3 clusters Score -1028717 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17956 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -1029727.187500 Penalty: 929.639038 Iteration 3F: 3 clusters Score -1029727 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19764 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -1031281.125000 Penalty: 929.639038 Iteration 4F: 3 clusters Score -1031281 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21749 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1033204.187500 Penalty: 929.639038 Iteration 5F: 3 clusters Score -1033204 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23508 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1035009.687500 Penalty: 929.639038 Iteration 6F: 3 clusters Score -1035010 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24774 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1036284.000000 Penalty: 929.639038 Iteration 7Q: 3 clusters Score -1036284 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25638 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1037087.500000 Penalty: 929.639038 Iteration 8Q: 3 clusters Score -1037088 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26201 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1037617.625000 Penalty: 929.639038 Iteration 9Q: 3 clusters Score -1037618 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26529 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1037903.125000 Penalty: 929.639038 Iteration 10Q: 3 clusters Score -1037903 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1038062.062500 Penalty: 929.639038 Iteration 11Q: 3 clusters Score -1038062 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26818 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1038155.187500 Penalty: 929.639038 Iteration 12Q: 3 clusters Score -1038155 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26887 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1038222.750000 Penalty: 929.639038 Iteration 13Q: 3 clusters Score -1038223 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26917 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1038280.687500 Penalty: 929.639038 Iteration 14Q: 3 clusters Score -1038281 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26945 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1038324.312500 Penalty: 929.639038 Iteration 15Q: 3 clusters Score -1038324 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26959 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1038348.812500 Penalty: 929.639038 Iteration 16Q: 3 clusters Score -1038349 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26974 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1038365.687500 Penalty: 929.639038 Iteration 17Q: 3 clusters Score -1038366 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1038381.875000 Penalty: 929.639038 Iteration 18Q: 3 clusters Score -1038382 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26994 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1038390.125000 Penalty: 929.639038 Iteration 19Q: 3 clusters Score -1038390 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27001 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1038394.437500 Penalty: 929.639038 Iteration 20F: 3 clusters Score -1038394 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1038397.437500 Penalty: 929.639038 Iteration 21Q: 3 clusters Score -1038397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27008 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1038396.812500 Penalty: 929.639038 Iteration 22Q: 3 clusters Score -1038397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27007 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1038398.187500 Penalty: 929.639038 Iteration 23Q: 3 clusters Score -1038398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27008 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1038399.062500 Penalty: 929.639038 Iteration 24Q: 3 clusters Score -1038399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27008 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1038400.562500 Penalty: 929.639038 Iteration 25Q: 3 clusters Score -1038401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27008 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1038400.562500 Penalty: 929.639038 Iteration 26F: 3 clusters Score -1038401 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (98 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Entering Unmasked Estep Score: -2454.878662 Penalty: 208.616028 Iteration 0F: 2 clusters Score -2454.879 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2269.230469 Penalty: 417.232056 Iteration 0F: 3 clusters Score -2269.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -2308.835205 Penalty: 417.232056 Iteration 1F: 3 clusters Score -2308.835 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2314.398193 Penalty: 417.232056 Iteration 2F: 3 clusters Score -2314.398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2322.961426 Penalty: 417.232056 Iteration 3Q: 3 clusters Score -2322.961 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2326.924805 Penalty: 417.232056 Iteration 4Q: 3 clusters Score -2326.925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2334.902588 Penalty: 417.232056 Iteration 5Q: 3 clusters Score -2334.903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2336.426758 Penalty: 417.232056 Iteration 6Q: 3 clusters Score -2336.427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2336.426758 Penalty: 417.232056 Iteration 7F: 3 clusters Score -2336.427 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (14181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14181 members Entering Unmasked Estep Score: -569598.125000 Penalty: 434.964447 Iteration 0F: 2 clusters Score -569598.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -560066.250000 Penalty: 869.928894 Iteration 0F: 3 clusters Score -560066.2 nChanged 6826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -564202.187500 Penalty: 869.928894 Iteration 1F: 3 clusters Score -564202.2 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -564575.750000 Penalty: 869.928894 Iteration 2F: 3 clusters Score -564575.8 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -564990.375000 Penalty: 869.928894 Iteration 3F: 3 clusters Score -564990.4 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -565509.125000 Penalty: 869.928894 Iteration 4F: 3 clusters Score -565509.1 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -566271.187500 Penalty: 869.928894 Iteration 5F: 3 clusters Score -566271.2 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -567192.437500 Penalty: 869.928894 Iteration 6F: 3 clusters Score -567192.4 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -567606.937500 Penalty: 869.928894 Iteration 7Q: 3 clusters Score -567606.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -567788.437500 Penalty: 869.928894 Iteration 8Q: 3 clusters Score -567788.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -567891.062500 Penalty: 869.928894 Iteration 9Q: 3 clusters Score -567891.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -567963.750000 Penalty: 869.928894 Iteration 10Q: 3 clusters Score -567963.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -568024.250000 Penalty: 869.928894 Iteration 11Q: 3 clusters Score -568024.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -568077.187500 Penalty: 869.928894 Iteration 12Q: 3 clusters Score -568077.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -568119.875000 Penalty: 869.928894 Iteration 13Q: 3 clusters Score -568119.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -568169.250000 Penalty: 869.928894 Iteration 14Q: 3 clusters Score -568169.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -568214.812500 Penalty: 869.928894 Iteration 15Q: 3 clusters Score -568214.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -568263.687500 Penalty: 869.928894 Iteration 16Q: 3 clusters Score -568263.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -568317.250000 Penalty: 869.928894 Iteration 17Q: 3 clusters Score -568317.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -568378.250000 Penalty: 869.928894 Iteration 18Q: 3 clusters Score -568378.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -568457.062500 Penalty: 869.928894 Iteration 19Q: 3 clusters Score -568457.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -568532.187500 Penalty: 869.928894 Iteration 20F: 3 clusters Score -568532.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 11258 members Entering Unmasked Estep Score: -568616.062500 Penalty: 869.928894 Iteration 21Q: 3 clusters Score -568616.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -568709.750000 Penalty: 869.928894 Iteration 22Q: 3 clusters Score -568709.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -568803.250000 Penalty: 869.928894 Iteration 23Q: 3 clusters Score -568803.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -568896.250000 Penalty: 869.928894 Iteration 24Q: 3 clusters Score -568896.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -568982.312500 Penalty: 869.928894 Iteration 25Q: 3 clusters Score -568982.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -569052.500000 Penalty: 869.928894 Iteration 26Q: 3 clusters Score -569052.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -569101.500000 Penalty: 869.928894 Iteration 27Q: 3 clusters Score -569101.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -569139.750000 Penalty: 869.928894 Iteration 28Q: 3 clusters Score -569139.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 12572 members Entering Unmasked Estep Score: -569175.062500 Penalty: 869.928894 Iteration 29Q: 3 clusters Score -569175.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -569200.437500 Penalty: 869.928894 Iteration 30Q: 3 clusters Score -569200.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -569220.250000 Penalty: 869.928894 Iteration 31Q: 3 clusters Score -569220.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -569239.562500 Penalty: 869.928894 Iteration 32Q: 3 clusters Score -569239.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -569254.750000 Penalty: 869.928894 Iteration 33Q: 3 clusters Score -569254.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -569271.812500 Penalty: 869.928894 Iteration 34Q: 3 clusters Score -569271.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -569284.562500 Penalty: 869.928894 Iteration 35Q: 3 clusters Score -569284.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 13070 members Entering Unmasked Estep Score: -569295.875000 Penalty: 869.928894 Iteration 36Q: 3 clusters Score -569295.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -569305.375000 Penalty: 869.928894 Iteration 37Q: 3 clusters Score -569305.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -569319.437500 Penalty: 869.928894 Iteration 38Q: 3 clusters Score -569319.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -569330.875000 Penalty: 869.928894 Iteration 39Q: 3 clusters Score -569330.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -569339.375000 Penalty: 869.928894 Iteration 40F: 3 clusters Score -569339.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 13253 members Entering Unmasked Estep Score: -569346.250000 Penalty: 869.928894 Iteration 41Q: 3 clusters Score -569346.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -569350.000000 Penalty: 869.928894 Iteration 42Q: 3 clusters Score -569350 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 13295 members Entering Unmasked Estep Score: -569351.187500 Penalty: 869.928894 Iteration 43Q: 3 clusters Score -569351.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -569352.687500 Penalty: 869.928894 Iteration 44Q: 3 clusters Score -569352.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -569355.312500 Penalty: 869.928894 Iteration 45Q: 3 clusters Score -569355.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -569355.937500 Penalty: 869.928894 Iteration 46Q: 3 clusters Score -569355.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 13339 members Entering Unmasked Estep Score: -569358.250000 Penalty: 869.928894 Iteration 47Q: 3 clusters Score -569358.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -569359.812500 Penalty: 869.928894 Iteration 48Q: 3 clusters Score -569359.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 13361 members Entering Unmasked Estep Score: -569362.625000 Penalty: 869.928894 Iteration 49Q: 3 clusters Score -569362.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -569364.562500 Penalty: 869.928894 Iteration 50Q: 3 clusters Score -569364.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 13382 members Entering Unmasked Estep Score: -569366.500000 Penalty: 869.928894 Iteration 51Q: 3 clusters Score -569366.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -569368.000000 Penalty: 869.928894 Iteration 52Q: 3 clusters Score -569368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -569368.875000 Penalty: 869.928894 Iteration 53Q: 3 clusters Score -569368.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -569368.625000 Penalty: 869.928894 Iteration 54Q: 3 clusters Score -569368.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -569368.750000 Penalty: 869.928894 Iteration 55Q: 3 clusters Score -569368.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -569368.625000 Penalty: 869.928894 Iteration 56Q: 3 clusters Score -569368.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -569369.625000 Penalty: 869.928894 Iteration 57Q: 3 clusters Score -569369.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -569368.875000 Penalty: 869.928894 Iteration 58Q: 3 clusters Score -569368.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -569369.812500 Penalty: 869.928894 Iteration 59Q: 3 clusters Score -569369.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -569370.062500 Penalty: 869.928894 Iteration 60F: 3 clusters Score -569370.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -569370.187500 Penalty: 869.928894 Iteration 61Q: 3 clusters Score -569370.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -569370.312500 Penalty: 869.928894 Iteration 62Q: 3 clusters Score -569370.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -569370.312500 Penalty: 869.928894 Iteration 63F: 3 clusters Score -569370.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Entering Unmasked Estep Score: -119795.539062 Penalty: 364.441132 Iteration 0F: 2 clusters Score -119795.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -117751.593750 Penalty: 728.882263 Iteration 0F: 3 clusters Score -117751.6 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -118574.578125 Penalty: 728.882263 Iteration 1F: 3 clusters Score -118574.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -118758.398438 Penalty: 728.882263 Iteration 2F: 3 clusters Score -118758.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -118918.078125 Penalty: 728.882263 Iteration 3F: 3 clusters Score -118918.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -119069.570312 Penalty: 728.882263 Iteration 4F: 3 clusters Score -119069.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -119220.312500 Penalty: 728.882263 Iteration 5F: 3 clusters Score -119220.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -119317.804688 Penalty: 728.882263 Iteration 6Q: 3 clusters Score -119317.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -119377.765625 Penalty: 728.882263 Iteration 7Q: 3 clusters Score -119377.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -119406.406250 Penalty: 728.882263 Iteration 8Q: 3 clusters Score -119406.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -119425.664062 Penalty: 728.882263 Iteration 9Q: 3 clusters Score -119425.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -119442.500000 Penalty: 728.882263 Iteration 10Q: 3 clusters Score -119442.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -119461.085938 Penalty: 728.882263 Iteration 11Q: 3 clusters Score -119461.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -119479.390625 Penalty: 728.882263 Iteration 12Q: 3 clusters Score -119479.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -119498.437500 Penalty: 728.882263 Iteration 13Q: 3 clusters Score -119498.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -119514.570312 Penalty: 728.882263 Iteration 14Q: 3 clusters Score -119514.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -119532.601562 Penalty: 728.882263 Iteration 15Q: 3 clusters Score -119532.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -119541.015625 Penalty: 728.882263 Iteration 16Q: 3 clusters Score -119541 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -119548.421875 Penalty: 728.882263 Iteration 17Q: 3 clusters Score -119548.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -119551.031250 Penalty: 728.882263 Iteration 18Q: 3 clusters Score -119551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -119552.171875 Penalty: 728.882263 Iteration 19Q: 3 clusters Score -119552.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -119554.539062 Penalty: 728.882263 Iteration 20F: 3 clusters Score -119554.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -119556.062500 Penalty: 728.882263 Iteration 21Q: 3 clusters Score -119556.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -119561.109375 Penalty: 728.882263 Iteration 22Q: 3 clusters Score -119561.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -119563.406250 Penalty: 728.882263 Iteration 23Q: 3 clusters Score -119563.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -119568.164062 Penalty: 728.882263 Iteration 24Q: 3 clusters Score -119568.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -119573.054688 Penalty: 728.882263 Iteration 25Q: 3 clusters Score -119573.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -119576.015625 Penalty: 728.882263 Iteration 26Q: 3 clusters Score -119576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -119580.257812 Penalty: 728.882263 Iteration 27Q: 3 clusters Score -119580.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -119584.468750 Penalty: 728.882263 Iteration 28Q: 3 clusters Score -119584.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -119585.773438 Penalty: 728.882263 Iteration 29Q: 3 clusters Score -119585.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -119585.976562 Penalty: 728.882263 Iteration 30Q: 3 clusters Score -119586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -119586.906250 Penalty: 728.882263 Iteration 31Q: 3 clusters Score -119586.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -119587.765625 Penalty: 728.882263 Iteration 32Q: 3 clusters Score -119587.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -119590.453125 Penalty: 728.882263 Iteration 33Q: 3 clusters Score -119590.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -119592.039062 Penalty: 728.882263 Iteration 34Q: 3 clusters Score -119592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -119592.312500 Penalty: 728.882263 Iteration 35Q: 3 clusters Score -119592.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -119592.617188 Penalty: 728.882263 Iteration 36Q: 3 clusters Score -119592.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -119592.617188 Penalty: 728.882263 Iteration 37F: 3 clusters Score -119592.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Entering Unmasked Estep Score: -52549.683594 Penalty: 332.630035 Iteration 0F: 2 clusters Score -52549.68 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 748 members Entering Unmasked Estep Score: -51438.351562 Penalty: 665.260071 Iteration 0F: 3 clusters Score -51438.35 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51796.187500 Penalty: 665.260071 Iteration 1F: 3 clusters Score -51796.19 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -51907.695312 Penalty: 665.260071 Iteration 2F: 3 clusters Score -51907.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -52004.656250 Penalty: 665.260071 Iteration 3F: 3 clusters Score -52004.66 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -52079.167969 Penalty: 665.260071 Iteration 4F: 3 clusters Score -52079.17 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -52138.210938 Penalty: 665.260071 Iteration 5Q: 3 clusters Score -52138.21 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -52190.906250 Penalty: 665.260071 Iteration 6Q: 3 clusters Score -52190.91 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -52245.203125 Penalty: 665.260071 Iteration 7Q: 3 clusters Score -52245.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -52283.531250 Penalty: 665.260071 Iteration 8Q: 3 clusters Score -52283.53 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -52303.179688 Penalty: 665.260071 Iteration 9Q: 3 clusters Score -52303.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -52314.699219 Penalty: 665.260071 Iteration 10Q: 3 clusters Score -52314.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -52321.554688 Penalty: 665.260071 Iteration 11Q: 3 clusters Score -52321.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -52330.187500 Penalty: 665.260071 Iteration 12Q: 3 clusters Score -52330.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -52336.769531 Penalty: 665.260071 Iteration 13Q: 3 clusters Score -52336.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -52339.980469 Penalty: 665.260071 Iteration 14Q: 3 clusters Score -52339.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -52341.773438 Penalty: 665.260071 Iteration 15Q: 3 clusters Score -52341.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -52343.167969 Penalty: 665.260071 Iteration 16Q: 3 clusters Score -52343.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -52343.882812 Penalty: 665.260071 Iteration 17Q: 3 clusters Score -52343.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -52344.406250 Penalty: 665.260071 Iteration 18Q: 3 clusters Score -52344.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -52345.292969 Penalty: 665.260071 Iteration 19Q: 3 clusters Score -52345.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -52346.382812 Penalty: 665.260071 Iteration 20F: 3 clusters Score -52346.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -52346.925781 Penalty: 665.260071 Iteration 21Q: 3 clusters Score -52346.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -52347.968750 Penalty: 665.260071 Iteration 22Q: 3 clusters Score -52347.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -52348.949219 Penalty: 665.260071 Iteration 23Q: 3 clusters Score -52348.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -52349.609375 Penalty: 665.260071 Iteration 24Q: 3 clusters Score -52349.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -52350.839844 Penalty: 665.260071 Iteration 25Q: 3 clusters Score -52350.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -52351.054688 Penalty: 665.260071 Iteration 26Q: 3 clusters Score -52351.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -52351.375000 Penalty: 665.260071 Iteration 27Q: 3 clusters Score -52351.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -52351.375000 Penalty: 665.260071 Iteration 28F: 3 clusters Score -52351.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Entering Unmasked Estep Score: -185225.125000 Penalty: 386.548004 Iteration 0F: 2 clusters Score -185225.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -181914.078125 Penalty: 773.096008 Iteration 0F: 3 clusters Score -181914.1 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -183283.734375 Penalty: 773.096008 Iteration 1F: 3 clusters Score -183283.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -183432.015625 Penalty: 773.096008 Iteration 2F: 3 clusters Score -183432 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -183603.281250 Penalty: 773.096008 Iteration 3F: 3 clusters Score -183603.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -183794.015625 Penalty: 773.096008 Iteration 4F: 3 clusters Score -183794 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -184028.484375 Penalty: 773.096008 Iteration 5F: 3 clusters Score -184028.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -184262.687500 Penalty: 773.096008 Iteration 6F: 3 clusters Score -184262.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -184433.140625 Penalty: 773.096008 Iteration 7F: 3 clusters Score -184433.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -184506.421875 Penalty: 773.096008 Iteration 8Q: 3 clusters Score -184506.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -184551.765625 Penalty: 773.096008 Iteration 9Q: 3 clusters Score -184551.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -184582.421875 Penalty: 773.096008 Iteration 10Q: 3 clusters Score -184582.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -184609.750000 Penalty: 773.096008 Iteration 11Q: 3 clusters Score -184609.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -184637.109375 Penalty: 773.096008 Iteration 12Q: 3 clusters Score -184637.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -184662.937500 Penalty: 773.096008 Iteration 13Q: 3 clusters Score -184662.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -184685.765625 Penalty: 773.096008 Iteration 14Q: 3 clusters Score -184685.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -184705.125000 Penalty: 773.096008 Iteration 15Q: 3 clusters Score -184705.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -184717.453125 Penalty: 773.096008 Iteration 16Q: 3 clusters Score -184717.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -184728.640625 Penalty: 773.096008 Iteration 17Q: 3 clusters Score -184728.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -184736.781250 Penalty: 773.096008 Iteration 18Q: 3 clusters Score -184736.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -184743.234375 Penalty: 773.096008 Iteration 19Q: 3 clusters Score -184743.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -184749.156250 Penalty: 773.096008 Iteration 20F: 3 clusters Score -184749.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -184753.890625 Penalty: 773.096008 Iteration 21Q: 3 clusters Score -184753.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -184757.640625 Penalty: 773.096008 Iteration 22Q: 3 clusters Score -184757.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -184762.343750 Penalty: 773.096008 Iteration 23Q: 3 clusters Score -184762.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -184766.734375 Penalty: 773.096008 Iteration 24Q: 3 clusters Score -184766.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -184773.312500 Penalty: 773.096008 Iteration 25Q: 3 clusters Score -184773.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -184777.000000 Penalty: 773.096008 Iteration 26Q: 3 clusters Score -184777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -184779.296875 Penalty: 773.096008 Iteration 27Q: 3 clusters Score -184779.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -184781.656250 Penalty: 773.096008 Iteration 28Q: 3 clusters Score -184781.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -184783.953125 Penalty: 773.096008 Iteration 29Q: 3 clusters Score -184784 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -184786.000000 Penalty: 773.096008 Iteration 30Q: 3 clusters Score -184786 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -184787.859375 Penalty: 773.096008 Iteration 31Q: 3 clusters Score -184787.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -184789.312500 Penalty: 773.096008 Iteration 32Q: 3 clusters Score -184789.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -184792.921875 Penalty: 773.096008 Iteration 33Q: 3 clusters Score -184792.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -184803.359375 Penalty: 773.096008 Iteration 34Q: 3 clusters Score -184803.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -184815.000000 Penalty: 773.096008 Iteration 35Q: 3 clusters Score -184815 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -184825.375000 Penalty: 773.096008 Iteration 36Q: 3 clusters Score -184825.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -184830.875000 Penalty: 773.096008 Iteration 37Q: 3 clusters Score -184830.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -184839.187500 Penalty: 773.096008 Iteration 38Q: 3 clusters Score -184839.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -184845.953125 Penalty: 773.096008 Iteration 39Q: 3 clusters Score -184846 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -184854.000000 Penalty: 773.096008 Iteration 40F: 3 clusters Score -184854 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -184863.718750 Penalty: 773.096008 Iteration 41Q: 3 clusters Score -184863.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -184882.437500 Penalty: 773.096008 Iteration 42Q: 3 clusters Score -184882.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -184948.062500 Penalty: 773.096008 Iteration 43Q: 3 clusters Score -184948.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -185029.484375 Penalty: 773.096008 Iteration 44Q: 3 clusters Score -185029.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -185051.218750 Penalty: 773.096008 Iteration 45Q: 3 clusters Score -185051.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -185061.765625 Penalty: 773.096008 Iteration 46Q: 3 clusters Score -185061.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -185066.625000 Penalty: 773.096008 Iteration 47Q: 3 clusters Score -185066.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -185070.093750 Penalty: 773.096008 Iteration 48Q: 3 clusters Score -185070.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -185073.468750 Penalty: 773.096008 Iteration 49Q: 3 clusters Score -185073.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -185075.046875 Penalty: 773.096008 Iteration 50Q: 3 clusters Score -185075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -185076.656250 Penalty: 773.096008 Iteration 51Q: 3 clusters Score -185076.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -185078.828125 Penalty: 773.096008 Iteration 52Q: 3 clusters Score -185078.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -185079.687500 Penalty: 773.096008 Iteration 53Q: 3 clusters Score -185079.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -185081.140625 Penalty: 773.096008 Iteration 54Q: 3 clusters Score -185081.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -185082.546875 Penalty: 773.096008 Iteration 55Q: 3 clusters Score -185082.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -185084.109375 Penalty: 773.096008 Iteration 56Q: 3 clusters Score -185084.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -185084.593750 Penalty: 773.096008 Iteration 57Q: 3 clusters Score -185084.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -185085.171875 Penalty: 773.096008 Iteration 58Q: 3 clusters Score -185085.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -185085.546875 Penalty: 773.096008 Iteration 59Q: 3 clusters Score -185085.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -185085.937500 Penalty: 773.096008 Iteration 60F: 3 clusters Score -185085.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -185086.765625 Penalty: 773.096008 Iteration 61Q: 3 clusters Score -185086.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -185086.859375 Penalty: 773.096008 Iteration 62Q: 3 clusters Score -185086.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -185086.875000 Penalty: 773.096008 Iteration 63Q: 3 clusters Score -185086.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -185086.890625 Penalty: 773.096008 Iteration 64Q: 3 clusters Score -185086.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -185087.296875 Penalty: 773.096008 Iteration 65Q: 3 clusters Score -185087.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -185088.000000 Penalty: 773.096008 Iteration 66Q: 3 clusters Score -185088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -185088.531250 Penalty: 773.096008 Iteration 67Q: 3 clusters Score -185088.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -185089.250000 Penalty: 773.096008 Iteration 68Q: 3 clusters Score -185089.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -185090.125000 Penalty: 773.096008 Iteration 69Q: 3 clusters Score -185090.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -185090.578125 Penalty: 773.096008 Iteration 70Q: 3 clusters Score -185090.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -185092.000000 Penalty: 773.096008 Iteration 71Q: 3 clusters Score -185092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -185093.859375 Penalty: 773.096008 Iteration 72Q: 3 clusters Score -185093.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -185097.859375 Penalty: 773.096008 Iteration 73Q: 3 clusters Score -185097.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -185098.875000 Penalty: 773.096008 Iteration 74Q: 3 clusters Score -185098.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -185102.125000 Penalty: 773.096008 Iteration 75Q: 3 clusters Score -185102.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -185103.062500 Penalty: 773.096008 Iteration 76Q: 3 clusters Score -185103.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -185104.328125 Penalty: 773.096008 Iteration 77Q: 3 clusters Score -185104.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -185105.328125 Penalty: 773.096008 Iteration 78Q: 3 clusters Score -185105.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -185105.437500 Penalty: 773.096008 Iteration 79Q: 3 clusters Score -185105.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -185105.546875 Penalty: 773.096008 Iteration 80F: 3 clusters Score -185105.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -185106.156250 Penalty: 773.096008 Iteration 81Q: 3 clusters Score -185106.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -185106.484375 Penalty: 773.096008 Iteration 82Q: 3 clusters Score -185106.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -185106.437500 Penalty: 773.096008 Iteration 83Q: 3 clusters Score -185106.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -185106.437500 Penalty: 773.096008 Iteration 84F: 3 clusters Score -185106.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Entering Unmasked Estep Score: -69809.625000 Penalty: 338.952179 Iteration 0F: 2 clusters Score -69809.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -68502.523438 Penalty: 677.904358 Iteration 0F: 3 clusters Score -68502.52 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -68904.484375 Penalty: 677.904358 Iteration 1F: 3 clusters Score -68904.48 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -68985.015625 Penalty: 677.904358 Iteration 2F: 3 clusters Score -68985.02 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -69045.039062 Penalty: 677.904358 Iteration 3F: 3 clusters Score -69045.04 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -69102.507812 Penalty: 677.904358 Iteration 4Q: 3 clusters Score -69102.51 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -69166.304688 Penalty: 677.904358 Iteration 5Q: 3 clusters Score -69166.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -69233.492188 Penalty: 677.904358 Iteration 6F: 3 clusters Score -69233.49 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -69301.054688 Penalty: 677.904358 Iteration 7F: 3 clusters Score -69301.05 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -69369.578125 Penalty: 677.904358 Iteration 8Q: 3 clusters Score -69369.58 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -69426.750000 Penalty: 677.904358 Iteration 9Q: 3 clusters Score -69426.75 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -69464.546875 Penalty: 677.904358 Iteration 10Q: 3 clusters Score -69464.55 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -69501.757812 Penalty: 677.904358 Iteration 11Q: 3 clusters Score -69501.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -69529.929688 Penalty: 677.904358 Iteration 12Q: 3 clusters Score -69529.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -69551.562500 Penalty: 677.904358 Iteration 13Q: 3 clusters Score -69551.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -69557.164062 Penalty: 677.904358 Iteration 14Q: 3 clusters Score -69557.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -69557.164062 Penalty: 677.904358 Iteration 15F: 3 clusters Score -69557.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (6846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Entering Unmasked Estep Score: -260250.265625 Penalty: 401.829620 Iteration 0F: 2 clusters Score -260250.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -255690.093750 Penalty: 803.659241 Iteration 0F: 3 clusters Score -255690.1 nChanged 3149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -257517.421875 Penalty: 803.659241 Iteration 1F: 3 clusters Score -257517.4 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -257738.000000 Penalty: 803.659241 Iteration 2F: 3 clusters Score -257738 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -258005.406250 Penalty: 803.659241 Iteration 3F: 3 clusters Score -258005.4 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -258296.781250 Penalty: 803.659241 Iteration 4F: 3 clusters Score -258296.8 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -258595.062500 Penalty: 803.659241 Iteration 5F: 3 clusters Score -258595.1 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -258876.140625 Penalty: 803.659241 Iteration 6F: 3 clusters Score -258876.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -259040.468750 Penalty: 803.659241 Iteration 7Q: 3 clusters Score -259040.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -259127.718750 Penalty: 803.659241 Iteration 8Q: 3 clusters Score -259127.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -259180.609375 Penalty: 803.659241 Iteration 9Q: 3 clusters Score -259180.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -259223.203125 Penalty: 803.659241 Iteration 10Q: 3 clusters Score -259223.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -259269.437500 Penalty: 803.659241 Iteration 11Q: 3 clusters Score -259269.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -259306.093750 Penalty: 803.659241 Iteration 12Q: 3 clusters Score -259306.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -259341.453125 Penalty: 803.659241 Iteration 13Q: 3 clusters Score -259341.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -259376.359375 Penalty: 803.659241 Iteration 14Q: 3 clusters Score -259376.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -259405.234375 Penalty: 803.659241 Iteration 15Q: 3 clusters Score -259405.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -259435.406250 Penalty: 803.659241 Iteration 16Q: 3 clusters Score -259435.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -259467.828125 Penalty: 803.659241 Iteration 17Q: 3 clusters Score -259467.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -259494.312500 Penalty: 803.659241 Iteration 18Q: 3 clusters Score -259494.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -259522.859375 Penalty: 803.659241 Iteration 19Q: 3 clusters Score -259522.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -259550.968750 Penalty: 803.659241 Iteration 20F: 3 clusters Score -259551 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -259570.937500 Penalty: 803.659241 Iteration 21Q: 3 clusters Score -259570.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -259604.750000 Penalty: 803.659241 Iteration 22Q: 3 clusters Score -259604.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -259634.359375 Penalty: 803.659241 Iteration 23Q: 3 clusters Score -259634.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -259658.703125 Penalty: 803.659241 Iteration 24Q: 3 clusters Score -259658.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -259687.562500 Penalty: 803.659241 Iteration 25Q: 3 clusters Score -259687.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -259719.187500 Penalty: 803.659241 Iteration 26Q: 3 clusters Score -259719.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -259751.250000 Penalty: 803.659241 Iteration 27Q: 3 clusters Score -259751.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -259781.468750 Penalty: 803.659241 Iteration 28Q: 3 clusters Score -259781.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -259802.718750 Penalty: 803.659241 Iteration 29Q: 3 clusters Score -259802.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -259819.656250 Penalty: 803.659241 Iteration 30Q: 3 clusters Score -259819.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -259834.406250 Penalty: 803.659241 Iteration 31Q: 3 clusters Score -259834.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -259845.828125 Penalty: 803.659241 Iteration 32Q: 3 clusters Score -259845.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -259853.375000 Penalty: 803.659241 Iteration 33Q: 3 clusters Score -259853.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -259859.562500 Penalty: 803.659241 Iteration 34Q: 3 clusters Score -259859.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -259864.093750 Penalty: 803.659241 Iteration 35Q: 3 clusters Score -259864.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -259866.000000 Penalty: 803.659241 Iteration 36Q: 3 clusters Score -259866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -259868.843750 Penalty: 803.659241 Iteration 37Q: 3 clusters Score -259868.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -259871.125000 Penalty: 803.659241 Iteration 38Q: 3 clusters Score -259871.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -259877.609375 Penalty: 803.659241 Iteration 39Q: 3 clusters Score -259877.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -259885.578125 Penalty: 803.659241 Iteration 40F: 3 clusters Score -259885.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -259889.578125 Penalty: 803.659241 Iteration 41Q: 3 clusters Score -259889.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -259891.578125 Penalty: 803.659241 Iteration 42Q: 3 clusters Score -259891.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -259891.578125 Penalty: 803.659241 Iteration 43F: 3 clusters Score -259891.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (9477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Entering Unmasked Estep Score: -315556.500000 Penalty: 416.626343 Iteration 0F: 2 clusters Score -315556.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -309170.156250 Penalty: 833.252686 Iteration 0F: 3 clusters Score -309170.2 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -311791.812500 Penalty: 833.252686 Iteration 1F: 3 clusters Score -311791.8 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -312148.312500 Penalty: 833.252686 Iteration 2F: 3 clusters Score -312148.3 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -312631.968750 Penalty: 833.252686 Iteration 3F: 3 clusters Score -312632 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -313190.375000 Penalty: 833.252686 Iteration 4F: 3 clusters Score -313190.4 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -313701.312500 Penalty: 833.252686 Iteration 5F: 3 clusters Score -313701.3 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -314110.875000 Penalty: 833.252686 Iteration 6F: 3 clusters Score -314110.9 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -314367.500000 Penalty: 833.252686 Iteration 7Q: 3 clusters Score -314367.5 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -314527.218750 Penalty: 833.252686 Iteration 8Q: 3 clusters Score -314527.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -314627.281250 Penalty: 833.252686 Iteration 9Q: 3 clusters Score -314627.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -314705.875000 Penalty: 833.252686 Iteration 10Q: 3 clusters Score -314705.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -314751.937500 Penalty: 833.252686 Iteration 11Q: 3 clusters Score -314751.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -314775.625000 Penalty: 833.252686 Iteration 12Q: 3 clusters Score -314775.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -314804.250000 Penalty: 833.252686 Iteration 13Q: 3 clusters Score -314804.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -314830.531250 Penalty: 833.252686 Iteration 14Q: 3 clusters Score -314830.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -314855.375000 Penalty: 833.252686 Iteration 15Q: 3 clusters Score -314855.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -314874.250000 Penalty: 833.252686 Iteration 16Q: 3 clusters Score -314874.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -314888.687500 Penalty: 833.252686 Iteration 17Q: 3 clusters Score -314888.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -314901.843750 Penalty: 833.252686 Iteration 18Q: 3 clusters Score -314901.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -314911.187500 Penalty: 833.252686 Iteration 19Q: 3 clusters Score -314911.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -314921.937500 Penalty: 833.252686 Iteration 20F: 3 clusters Score -314921.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -314930.312500 Penalty: 833.252686 Iteration 21Q: 3 clusters Score -314930.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -314935.718750 Penalty: 833.252686 Iteration 22Q: 3 clusters Score -314935.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -314940.031250 Penalty: 833.252686 Iteration 23Q: 3 clusters Score -314940 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -314945.093750 Penalty: 833.252686 Iteration 24Q: 3 clusters Score -314945.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -314951.687500 Penalty: 833.252686 Iteration 25Q: 3 clusters Score -314951.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -314957.187500 Penalty: 833.252686 Iteration 26Q: 3 clusters Score -314957.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -314962.875000 Penalty: 833.252686 Iteration 27Q: 3 clusters Score -314962.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -314969.687500 Penalty: 833.252686 Iteration 28Q: 3 clusters Score -314969.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -314974.468750 Penalty: 833.252686 Iteration 29Q: 3 clusters Score -314974.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -314978.343750 Penalty: 833.252686 Iteration 30Q: 3 clusters Score -314978.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -314980.843750 Penalty: 833.252686 Iteration 31Q: 3 clusters Score -314980.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -314982.687500 Penalty: 833.252686 Iteration 32Q: 3 clusters Score -314982.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -314986.218750 Penalty: 833.252686 Iteration 33Q: 3 clusters Score -314986.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -314989.062500 Penalty: 833.252686 Iteration 34Q: 3 clusters Score -314989.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -314990.531250 Penalty: 833.252686 Iteration 35Q: 3 clusters Score -314990.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -314995.031250 Penalty: 833.252686 Iteration 36Q: 3 clusters Score -314995 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -315001.000000 Penalty: 833.252686 Iteration 37Q: 3 clusters Score -315001 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -315005.718750 Penalty: 833.252686 Iteration 38Q: 3 clusters Score -315005.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -315009.687500 Penalty: 833.252686 Iteration 39Q: 3 clusters Score -315009.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -315015.000000 Penalty: 833.252686 Iteration 40F: 3 clusters Score -315015 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -315023.875000 Penalty: 833.252686 Iteration 41Q: 3 clusters Score -315023.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -315031.500000 Penalty: 833.252686 Iteration 42Q: 3 clusters Score -315031.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -315038.750000 Penalty: 833.252686 Iteration 43Q: 3 clusters Score -315038.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -315046.187500 Penalty: 833.252686 Iteration 44Q: 3 clusters Score -315046.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -315055.406250 Penalty: 833.252686 Iteration 45Q: 3 clusters Score -315055.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -315063.562500 Penalty: 833.252686 Iteration 46Q: 3 clusters Score -315063.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -315069.843750 Penalty: 833.252686 Iteration 47Q: 3 clusters Score -315069.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -315074.156250 Penalty: 833.252686 Iteration 48Q: 3 clusters Score -315074.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -315077.468750 Penalty: 833.252686 Iteration 49Q: 3 clusters Score -315077.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -315083.468750 Penalty: 833.252686 Iteration 50Q: 3 clusters Score -315083.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -315094.187500 Penalty: 833.252686 Iteration 51Q: 3 clusters Score -315094.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -315108.156250 Penalty: 833.252686 Iteration 52Q: 3 clusters Score -315108.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -315122.812500 Penalty: 833.252686 Iteration 53Q: 3 clusters Score -315122.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -315139.687500 Penalty: 833.252686 Iteration 54Q: 3 clusters Score -315139.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -315154.937500 Penalty: 833.252686 Iteration 55Q: 3 clusters Score -315154.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -315166.406250 Penalty: 833.252686 Iteration 56Q: 3 clusters Score -315166.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -315174.968750 Penalty: 833.252686 Iteration 57Q: 3 clusters Score -315175 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -315180.562500 Penalty: 833.252686 Iteration 58Q: 3 clusters Score -315180.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -315188.687500 Penalty: 833.252686 Iteration 59Q: 3 clusters Score -315188.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -315196.687500 Penalty: 833.252686 Iteration 60F: 3 clusters Score -315196.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -315203.468750 Penalty: 833.252686 Iteration 61Q: 3 clusters Score -315203.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -315210.187500 Penalty: 833.252686 Iteration 62Q: 3 clusters Score -315210.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -315218.343750 Penalty: 833.252686 Iteration 63Q: 3 clusters Score -315218.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -315223.281250 Penalty: 833.252686 Iteration 64Q: 3 clusters Score -315223.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -315229.156250 Penalty: 833.252686 Iteration 65Q: 3 clusters Score -315229.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -315235.593750 Penalty: 833.252686 Iteration 66Q: 3 clusters Score -315235.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -315238.812500 Penalty: 833.252686 Iteration 67Q: 3 clusters Score -315238.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -315240.750000 Penalty: 833.252686 Iteration 68Q: 3 clusters Score -315240.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -315242.125000 Penalty: 833.252686 Iteration 69Q: 3 clusters Score -315242.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -315243.406250 Penalty: 833.252686 Iteration 70Q: 3 clusters Score -315243.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -315245.562500 Penalty: 833.252686 Iteration 71Q: 3 clusters Score -315245.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -315247.343750 Penalty: 833.252686 Iteration 72Q: 3 clusters Score -315247.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -315248.531250 Penalty: 833.252686 Iteration 73Q: 3 clusters Score -315248.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -315249.843750 Penalty: 833.252686 Iteration 74Q: 3 clusters Score -315249.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -315249.625000 Penalty: 833.252686 Iteration 75Q: 3 clusters Score -315249.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -315250.125000 Penalty: 833.252686 Iteration 76Q: 3 clusters Score -315250.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -315252.500000 Penalty: 833.252686 Iteration 77Q: 3 clusters Score -315252.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -315253.687500 Penalty: 833.252686 Iteration 78Q: 3 clusters Score -315253.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -315256.468750 Penalty: 833.252686 Iteration 79Q: 3 clusters Score -315256.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -315259.812500 Penalty: 833.252686 Iteration 80F: 3 clusters Score -315259.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -315262.312500 Penalty: 833.252686 Iteration 81Q: 3 clusters Score -315262.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -315267.687500 Penalty: 833.252686 Iteration 82Q: 3 clusters Score -315267.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -315273.406250 Penalty: 833.252686 Iteration 83Q: 3 clusters Score -315273.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -315279.000000 Penalty: 833.252686 Iteration 84Q: 3 clusters Score -315279 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -315283.687500 Penalty: 833.252686 Iteration 85Q: 3 clusters Score -315283.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -315289.906250 Penalty: 833.252686 Iteration 86Q: 3 clusters Score -315289.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -315295.656250 Penalty: 833.252686 Iteration 87Q: 3 clusters Score -315295.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -315301.750000 Penalty: 833.252686 Iteration 88Q: 3 clusters Score -315301.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -315308.312500 Penalty: 833.252686 Iteration 89Q: 3 clusters Score -315308.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -315312.031250 Penalty: 833.252686 Iteration 90Q: 3 clusters Score -315312 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -315313.593750 Penalty: 833.252686 Iteration 91Q: 3 clusters Score -315313.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -315315.656250 Penalty: 833.252686 Iteration 92Q: 3 clusters Score -315315.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -315315.843750 Penalty: 833.252686 Iteration 93Q: 3 clusters Score -315315.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -315317.250000 Penalty: 833.252686 Iteration 94Q: 3 clusters Score -315317.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -315318.000000 Penalty: 833.252686 Iteration 95Q: 3 clusters Score -315318 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -315318.625000 Penalty: 833.252686 Iteration 96Q: 3 clusters Score -315318.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -315320.468750 Penalty: 833.252686 Iteration 97Q: 3 clusters Score -315320.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -315321.093750 Penalty: 833.252686 Iteration 98Q: 3 clusters Score -315321.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -315323.593750 Penalty: 833.252686 Iteration 99Q: 3 clusters Score -315323.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -315325.218750 Penalty: 833.252686 Iteration 100F: 3 clusters Score -315325.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -315324.375000 Penalty: 833.252686 Iteration 101Q: 3 clusters Score -315324.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -315325.781250 Penalty: 833.252686 Iteration 102Q: 3 clusters Score -315325.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -315326.125000 Penalty: 833.252686 Iteration 103Q: 3 clusters Score -315326.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -315326.281250 Penalty: 833.252686 Iteration 104Q: 3 clusters Score -315326.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -315326.406250 Penalty: 833.252686 Iteration 105Q: 3 clusters Score -315326.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -315327.093750 Penalty: 833.252686 Iteration 106Q: 3 clusters Score -315327.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -315328.718750 Penalty: 833.252686 Iteration 107Q: 3 clusters Score -315328.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -315329.656250 Penalty: 833.252686 Iteration 108Q: 3 clusters Score -315329.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -315329.812500 Penalty: 833.252686 Iteration 109Q: 3 clusters Score -315329.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -315331.125000 Penalty: 833.252686 Iteration 110Q: 3 clusters Score -315331.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -315331.437500 Penalty: 833.252686 Iteration 111Q: 3 clusters Score -315331.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -315331.843750 Penalty: 833.252686 Iteration 112Q: 3 clusters Score -315331.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -315332.218750 Penalty: 833.252686 Iteration 113Q: 3 clusters Score -315332.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -315333.250000 Penalty: 833.252686 Iteration 114Q: 3 clusters Score -315333.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -315333.656250 Penalty: 833.252686 Iteration 115Q: 3 clusters Score -315333.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -315333.312500 Penalty: 833.252686 Iteration 116Q: 3 clusters Score -315333.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -315333.875000 Penalty: 833.252686 Iteration 117Q: 3 clusters Score -315333.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -315333.875000 Penalty: 833.252686 Iteration 118F: 3 clusters Score -315333.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Entering Unmasked Estep Score: -3292.948486 Penalty: 226.126511 Iteration 0F: 2 clusters Score -3292.948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -3090.052246 Penalty: 452.253021 Iteration 0F: 3 clusters Score -3090.052 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -3183.441162 Penalty: 452.253021 Iteration 1F: 3 clusters Score -3183.441 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3212.123535 Penalty: 452.253021 Iteration 2F: 3 clusters Score -3212.124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3235.470703 Penalty: 452.253021 Iteration 3F: 3 clusters Score -3235.471 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3264.828857 Penalty: 452.253021 Iteration 4F: 3 clusters Score -3264.829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3298.879883 Penalty: 452.253021 Iteration 5Q: 3 clusters Score -3298.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3309.187500 Penalty: 452.253021 Iteration 6Q: 3 clusters Score -3309.188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3309.187500 Penalty: 452.253021 Iteration 7F: 3 clusters Score -3309.188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 11333 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27332 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 108 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6387 members Mstep: Class 41 contains 36 members Entering Unmasked Estep Score: -14464706.000000 Penalty: 24035.304688 Splitting cluster 35 changes total score from -14464890.000000 to -14464706.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 36 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -18418.857422 Penalty: 278.473541 Iteration 0F: 2 clusters Score -18418.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -17975.398438 Penalty: 556.947083 Iteration 0F: 3 clusters Score -17975.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -18071.613281 Penalty: 556.947083 Iteration 1F: 3 clusters Score -18071.61 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -18113.916016 Penalty: 556.947083 Iteration 2F: 3 clusters Score -18113.92 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18147.429688 Penalty: 556.947083 Iteration 3F: 3 clusters Score -18147.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18158.626953 Penalty: 556.947083 Iteration 4Q: 3 clusters Score -18158.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -18168.310547 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -18168.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18174.146484 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -18174.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -18178.757812 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -18178.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18181.671875 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -18181.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18184.701172 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -18184.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18190.673828 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -18190.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -18196.439453 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -18196.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18197.673828 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -18197.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18197.673828 Penalty: 556.947083 Iteration 13F: 3 clusters Score -18197.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -7814.981934 Penalty: 251.408112 Iteration 0F: 2 clusters Score -7814.982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -7477.424805 Penalty: 502.816223 Iteration 0F: 3 clusters Score -7477.425 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -7556.056152 Penalty: 502.816223 Iteration 1F: 3 clusters Score -7556.056 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7590.949707 Penalty: 502.816223 Iteration 2F: 3 clusters Score -7590.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7607.792480 Penalty: 502.816223 Iteration 3F: 3 clusters Score -7607.792 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7615.005859 Penalty: 502.816223 Iteration 4Q: 3 clusters Score -7615.006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -7624.383789 Penalty: 502.816223 Iteration 5Q: 3 clusters Score -7624.384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7630.828613 Penalty: 502.816223 Iteration 6Q: 3 clusters Score -7630.829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7636.771484 Penalty: 502.816223 Iteration 7Q: 3 clusters Score -7636.771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7638.253418 Penalty: 502.816223 Iteration 8Q: 3 clusters Score -7638.253 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7639.065918 Penalty: 502.816223 Iteration 9Q: 3 clusters Score -7639.066 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7639.065918 Penalty: 502.816223 Iteration 10F: 3 clusters Score -7639.066 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -24109.201172 Penalty: 290.218384 Iteration 0F: 2 clusters Score -24109.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -23558.693359 Penalty: 580.436768 Iteration 0F: 3 clusters Score -23558.69 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -23702.513672 Penalty: 580.436768 Iteration 1F: 3 clusters Score -23702.51 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -23734.125000 Penalty: 580.436768 Iteration 2F: 3 clusters Score -23734.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -23759.523438 Penalty: 580.436768 Iteration 3F: 3 clusters Score -23759.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -23781.220703 Penalty: 580.436768 Iteration 4Q: 3 clusters Score -23781.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -23788.886719 Penalty: 580.436768 Iteration 5Q: 3 clusters Score -23788.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -23795.753906 Penalty: 580.436768 Iteration 6Q: 3 clusters Score -23795.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -23798.708984 Penalty: 580.436768 Iteration 7Q: 3 clusters Score -23798.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23801.148438 Penalty: 580.436768 Iteration 8Q: 3 clusters Score -23801.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23801.626953 Penalty: 580.436768 Iteration 9Q: 3 clusters Score -23801.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23801.626953 Penalty: 580.436768 Iteration 10F: 3 clusters Score -23801.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -15717.383789 Penalty: 278.871796 Iteration 0F: 2 clusters Score -15717.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15254.443359 Penalty: 557.743591 Iteration 0F: 3 clusters Score -15254.44 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -15350.655273 Penalty: 557.743591 Iteration 1F: 3 clusters Score -15350.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15372.247070 Penalty: 557.743591 Iteration 2F: 3 clusters Score -15372.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15389.693359 Penalty: 557.743591 Iteration 3Q: 3 clusters Score -15389.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -15403.882812 Penalty: 557.743591 Iteration 4Q: 3 clusters Score -15403.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15413.620117 Penalty: 557.743591 Iteration 5Q: 3 clusters Score -15413.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -15421.458008 Penalty: 557.743591 Iteration 6Q: 3 clusters Score -15421.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -15428.341797 Penalty: 557.743591 Iteration 7Q: 3 clusters Score -15428.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -15436.572266 Penalty: 557.743591 Iteration 8Q: 3 clusters Score -15436.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -15442.091797 Penalty: 557.743591 Iteration 9Q: 3 clusters Score -15442.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -15444.758789 Penalty: 557.743591 Iteration 10Q: 3 clusters Score -15444.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -15445.209961 Penalty: 557.743591 Iteration 11Q: 3 clusters Score -15445.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -15445.554688 Penalty: 557.743591 Iteration 12Q: 3 clusters Score -15445.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -15445.554688 Penalty: 557.743591 Iteration 13F: 3 clusters Score -15445.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4373 members Mstep: Class 5 contains 18528 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89552 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34802 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56935 members Mstep: Class 14 contains 11333 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7935 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27332 members Mstep: Class 27 contains 98 members Mstep: Class 28 contains 14181 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9477 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 589 members Mstep: Class 39 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -14466133.000000 Penalty: 23449.078125 Iteration 119F: 41 clusters Score -1.446613e+07 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7190 members Mstep: Class 4 contains 4371 members Mstep: Class 5 contains 18529 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 89424 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5157 members Mstep: Class 10 contains 34825 members Mstep: Class 11 contains 9714 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56863 members Mstep: Class 14 contains 11480 members Mstep: Class 15 contains 854 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7964 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12809 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 979 members Mstep: Class 26 contains 27333 members Mstep: Class 27 contains 100 members Mstep: Class 28 contains 14216 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9503 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 587 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6429 members Entering Unmasked Estep ConsiderDeletion Score: -14466613.000000 Penalty: 23449.078125 Iteration 120F: 41 clusters Score -1.446661e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7188 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18529 members Mstep: Class 6 contains 1924 members Mstep: Class 7 contains 89314 members Mstep: Class 8 contains 3167 members Mstep: Class 9 contains 5156 members Mstep: Class 10 contains 34826 members Mstep: Class 11 contains 9654 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56878 members Mstep: Class 14 contains 11473 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 7994 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 981 members Mstep: Class 26 contains 27321 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14234 members Mstep: Class 29 contains 3013 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9515 members Mstep: Class 35 contains 144 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 586 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6536 members Entering Unmasked Estep ConsiderDeletion Score: -14466707.000000 Penalty: 23449.078125 Iteration 121Q: 41 clusters Score -1.446671e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7183 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18533 members Mstep: Class 6 contains 1926 members Mstep: Class 7 contains 89194 members Mstep: Class 8 contains 3161 members Mstep: Class 9 contains 5153 members Mstep: Class 10 contains 34823 members Mstep: Class 11 contains 9612 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56903 members Mstep: Class 14 contains 11441 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8025 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 985 members Mstep: Class 26 contains 27307 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14247 members Mstep: Class 29 contains 3014 members Mstep: Class 30 contains 1496 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6846 members Mstep: Class 34 contains 9540 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 584 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6655 members Entering Unmasked Estep ConsiderDeletion Score: -14466742.000000 Penalty: 23449.078125 Iteration 122Q: 41 clusters Score -1.446674e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1103 members Mstep: Class 3 contains 7179 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18543 members Mstep: Class 6 contains 1927 members Mstep: Class 7 contains 89088 members Mstep: Class 8 contains 3155 members Mstep: Class 9 contains 5150 members Mstep: Class 10 contains 34813 members Mstep: Class 11 contains 9588 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56928 members Mstep: Class 14 contains 11423 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 8050 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 988 members Mstep: Class 26 contains 27295 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14254 members Mstep: Class 29 contains 3015 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9544 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 587 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6758 members Entering Unmasked Estep ConsiderDeletion Score: -14466774.000000 Penalty: 23449.078125 Iteration 123Q: 41 clusters Score -1.446677e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1102 members Mstep: Class 3 contains 7181 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18556 members Mstep: Class 6 contains 1930 members Mstep: Class 7 contains 89017 members Mstep: Class 8 contains 3146 members Mstep: Class 9 contains 5151 members Mstep: Class 10 contains 34800 members Mstep: Class 11 contains 9557 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56930 members Mstep: Class 14 contains 11398 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8065 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27285 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14266 members Mstep: Class 29 contains 3014 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9547 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 586 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6855 members Entering Unmasked Estep ConsiderDeletion Score: -14466812.000000 Penalty: 23449.078125 Iteration 124Q: 41 clusters Score -1.446681e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7184 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18565 members Mstep: Class 6 contains 1931 members Mstep: Class 7 contains 88952 members Mstep: Class 8 contains 3136 members Mstep: Class 9 contains 5151 members Mstep: Class 10 contains 34791 members Mstep: Class 11 contains 9536 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56921 members Mstep: Class 14 contains 11373 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8084 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 993 members Mstep: Class 26 contains 27272 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14281 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9551 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 588 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 6949 members Entering Unmasked Estep ConsiderDeletion Score: -14466882.000000 Penalty: 23449.078125 Iteration 125Q: 41 clusters Score -1.446688e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7181 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18574 members Mstep: Class 6 contains 1931 members Mstep: Class 7 contains 88895 members Mstep: Class 8 contains 3136 members Mstep: Class 9 contains 5152 members Mstep: Class 10 contains 34784 members Mstep: Class 11 contains 9523 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56910 members Mstep: Class 14 contains 11347 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 773 members Mstep: Class 19 contains 8104 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4244 members Mstep: Class 25 contains 996 members Mstep: Class 26 contains 27258 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14289 members Mstep: Class 29 contains 3009 members Mstep: Class 30 contains 1495 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9550 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 591 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7036 members Entering Unmasked Estep ConsiderDeletion Score: -14466852.000000 Penalty: 23449.078125 Iteration 126Q: 41 clusters Score -1.446685e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18581 members Mstep: Class 6 contains 1931 members Mstep: Class 7 contains 88864 members Mstep: Class 8 contains 3139 members Mstep: Class 9 contains 5153 members Mstep: Class 10 contains 34776 members Mstep: Class 11 contains 9515 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56891 members Mstep: Class 14 contains 11314 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8124 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 999 members Mstep: Class 26 contains 27247 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14296 members Mstep: Class 29 contains 3008 members Mstep: Class 30 contains 1494 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9553 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 593 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7104 members Entering Unmasked Estep ConsiderDeletion Score: -14466950.000000 Penalty: 23449.078125 Iteration 127Q: 41 clusters Score -1.446695e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7170 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18592 members Mstep: Class 6 contains 1931 members Mstep: Class 7 contains 88811 members Mstep: Class 8 contains 3138 members Mstep: Class 9 contains 5158 members Mstep: Class 10 contains 34773 members Mstep: Class 11 contains 9509 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56882 members Mstep: Class 14 contains 11297 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8144 members Mstep: Class 20 contains 3297 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 999 members Mstep: Class 26 contains 27232 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14310 members Mstep: Class 29 contains 3008 members Mstep: Class 30 contains 1492 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9562 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7156 members Entering Unmasked Estep ConsiderDeletion Score: -14467033.000000 Penalty: 23449.078125 Iteration 128Q: 41 clusters Score -1.446703e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1101 members Mstep: Class 3 contains 7170 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18605 members Mstep: Class 6 contains 1930 members Mstep: Class 7 contains 88767 members Mstep: Class 8 contains 3140 members Mstep: Class 9 contains 5160 members Mstep: Class 10 contains 34774 members Mstep: Class 11 contains 9493 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56859 members Mstep: Class 14 contains 11286 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8163 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4242 members Mstep: Class 25 contains 1000 members Mstep: Class 26 contains 27223 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14316 members Mstep: Class 29 contains 3006 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6848 members Mstep: Class 34 contains 9571 members Mstep: Class 35 contains 143 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7209 members Entering Unmasked Estep ConsiderDeletion Score: -14467072.000000 Penalty: 23449.078125 Iteration 129Q: 41 clusters Score -1.446707e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7171 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18621 members Mstep: Class 6 contains 1930 members Mstep: Class 7 contains 88741 members Mstep: Class 8 contains 3144 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34775 members Mstep: Class 11 contains 9475 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56848 members Mstep: Class 14 contains 11260 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8175 members Mstep: Class 20 contains 3293 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 1001 members Mstep: Class 26 contains 27219 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14317 members Mstep: Class 29 contains 3004 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6848 members Mstep: Class 34 contains 9570 members Mstep: Class 35 contains 142 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7256 members Entering Unmasked Estep ConsiderDeletion Score: -14467115.000000 Penalty: 23449.078125 Iteration 130Q: 41 clusters Score -1.446712e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7170 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18628 members Mstep: Class 6 contains 1932 members Mstep: Class 7 contains 88699 members Mstep: Class 8 contains 3147 members Mstep: Class 9 contains 5163 members Mstep: Class 10 contains 34769 members Mstep: Class 11 contains 9464 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56840 members Mstep: Class 14 contains 11254 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8191 members Mstep: Class 20 contains 3292 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 1001 members Mstep: Class 26 contains 27215 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14323 members Mstep: Class 29 contains 3003 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6848 members Mstep: Class 34 contains 9579 members Mstep: Class 35 contains 141 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7291 members Entering Unmasked Estep ConsiderDeletion Score: -14467127.000000 Penalty: 23449.078125 Iteration 131Q: 41 clusters Score -1.446713e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7170 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18631 members Mstep: Class 6 contains 1935 members Mstep: Class 7 contains 88664 members Mstep: Class 8 contains 3147 members Mstep: Class 9 contains 5163 members Mstep: Class 10 contains 34761 members Mstep: Class 11 contains 9451 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56825 members Mstep: Class 14 contains 11266 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8208 members Mstep: Class 20 contains 3292 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 12812 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4244 members Mstep: Class 25 contains 1000 members Mstep: Class 26 contains 27216 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14328 members Mstep: Class 29 contains 3002 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6848 members Mstep: Class 34 contains 9577 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7321 members Entering Unmasked Estep ConsiderDeletion Score: -14467110.000000 Penalty: 23449.078125 Iteration 132Q: 41 clusters Score -1.446711e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1100 members Mstep: Class 3 contains 7171 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18639 members Mstep: Class 6 contains 1941 members Mstep: Class 7 contains 88626 members Mstep: Class 8 contains 3146 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34758 members Mstep: Class 11 contains 9442 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56819 members Mstep: Class 14 contains 11267 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8218 members Mstep: Class 20 contains 3293 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12810 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4243 members Mstep: Class 25 contains 1000 members Mstep: Class 26 contains 27212 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14333 members Mstep: Class 29 contains 3001 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9577 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7352 members Entering Unmasked Estep ConsiderDeletion Score: -14467135.000000 Penalty: 23449.078125 Iteration 133Q: 41 clusters Score -1.446714e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1099 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18646 members Mstep: Class 6 contains 1945 members Mstep: Class 7 contains 88595 members Mstep: Class 8 contains 3147 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34759 members Mstep: Class 11 contains 9432 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56798 members Mstep: Class 14 contains 11268 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8227 members Mstep: Class 20 contains 3294 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4244 members Mstep: Class 25 contains 999 members Mstep: Class 26 contains 27208 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14342 members Mstep: Class 29 contains 2999 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9585 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7370 members Entering Unmasked Estep ConsiderDeletion Score: -14467126.000000 Penalty: 23449.078125 Iteration 134Q: 41 clusters Score -1.446713e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1096 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18651 members Mstep: Class 6 contains 1950 members Mstep: Class 7 contains 88573 members Mstep: Class 8 contains 3148 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34755 members Mstep: Class 11 contains 9422 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56777 members Mstep: Class 14 contains 11280 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8230 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2168 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4247 members Mstep: Class 25 contains 997 members Mstep: Class 26 contains 27203 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14350 members Mstep: Class 29 contains 2998 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9584 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7394 members Entering Unmasked Estep ConsiderDeletion Score: -14467149.000000 Penalty: 23449.078125 Iteration 135Q: 41 clusters Score -1.446715e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 1095 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18654 members Mstep: Class 6 contains 1951 members Mstep: Class 7 contains 88552 members Mstep: Class 8 contains 3148 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 34751 members Mstep: Class 11 contains 9412 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56757 members Mstep: Class 14 contains 11289 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8229 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2170 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4247 members Mstep: Class 25 contains 996 members Mstep: Class 26 contains 27203 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14360 members Mstep: Class 29 contains 2999 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9591 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7408 members Entering Unmasked Estep ConsiderDeletion Score: -14467143.000000 Penalty: 23449.078125 Iteration 136Q: 41 clusters Score -1.446714e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1093 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18660 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88533 members Mstep: Class 8 contains 3149 members Mstep: Class 9 contains 5164 members Mstep: Class 10 contains 34751 members Mstep: Class 11 contains 9402 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56759 members Mstep: Class 14 contains 11284 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8229 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 2170 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4248 members Mstep: Class 25 contains 995 members Mstep: Class 26 contains 27201 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14366 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9597 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7416 members Entering Unmasked Estep ConsiderDeletion Score: -14467146.000000 Penalty: 23449.078125 Iteration 137Q: 41 clusters Score -1.446715e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1090 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18664 members Mstep: Class 6 contains 1955 members Mstep: Class 7 contains 88518 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5163 members Mstep: Class 10 contains 34754 members Mstep: Class 11 contains 9401 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56767 members Mstep: Class 14 contains 11263 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8240 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2170 members Mstep: Class 22 contains 12815 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 994 members Mstep: Class 26 contains 27200 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14369 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9603 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7417 members Entering Unmasked Estep ConsiderDeletion Score: -14467123.000000 Penalty: 23449.078125 Iteration 138Q: 41 clusters Score -1.446712e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18666 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 88509 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5164 members Mstep: Class 10 contains 34752 members Mstep: Class 11 contains 9404 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56781 members Mstep: Class 14 contains 11244 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8248 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4251 members Mstep: Class 25 contains 993 members Mstep: Class 26 contains 27193 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14366 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9608 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7423 members Entering Unmasked Estep ConsiderDeletion Score: -14467115.000000 Penalty: 23449.078125 Iteration 139Q: 41 clusters Score -1.446712e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18662 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88508 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5165 members Mstep: Class 10 contains 34749 members Mstep: Class 11 contains 9405 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56790 members Mstep: Class 14 contains 11218 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8259 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 992 members Mstep: Class 26 contains 27189 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14372 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9610 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7430 members Entering Unmasked Estep ConsiderDeletion Score: -14467143.000000 Penalty: 23449.078125 Iteration 140F: 41 clusters Score -1.446714e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18659 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 88505 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5165 members Mstep: Class 10 contains 34750 members Mstep: Class 11 contains 9403 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56797 members Mstep: Class 14 contains 11194 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8269 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27189 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14379 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9608 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7438 members Entering Unmasked Estep ConsiderDeletion Score: -14467169.000000 Penalty: 23449.078125 Iteration 141Q: 41 clusters Score -1.446717e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18657 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 88504 members Mstep: Class 8 contains 3149 members Mstep: Class 9 contains 5165 members Mstep: Class 10 contains 34750 members Mstep: Class 11 contains 9403 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56809 members Mstep: Class 14 contains 11170 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8276 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27189 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14389 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9604 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7440 members Entering Unmasked Estep ConsiderDeletion Score: -14467173.000000 Penalty: 23449.078125 Iteration 142Q: 41 clusters Score -1.446717e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7175 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18654 members Mstep: Class 6 contains 1959 members Mstep: Class 7 contains 88501 members Mstep: Class 8 contains 3150 members Mstep: Class 9 contains 5165 members Mstep: Class 10 contains 34748 members Mstep: Class 11 contains 9404 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56819 members Mstep: Class 14 contains 11156 members Mstep: Class 15 contains 851 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8287 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27190 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14390 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9602 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7442 members Entering Unmasked Estep ConsiderDeletion Score: -14467166.000000 Penalty: 23449.078125 Iteration 143Q: 41 clusters Score -1.446717e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7174 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18649 members Mstep: Class 6 contains 1959 members Mstep: Class 7 contains 88491 members Mstep: Class 8 contains 3151 members Mstep: Class 9 contains 5166 members Mstep: Class 10 contains 34750 members Mstep: Class 11 contains 9406 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56835 members Mstep: Class 14 contains 11140 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8294 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27188 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14390 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9602 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7444 members Entering Unmasked Estep ConsiderDeletion Score: -14467173.000000 Penalty: 23449.078125 Iteration 144Q: 41 clusters Score -1.446717e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18645 members Mstep: Class 6 contains 1959 members Mstep: Class 7 contains 88489 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5168 members Mstep: Class 10 contains 34752 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56846 members Mstep: Class 14 contains 11122 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8298 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27185 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14395 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9600 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7446 members Entering Unmasked Estep ConsiderDeletion Score: -14467182.000000 Penalty: 23449.078125 Iteration 145Q: 41 clusters Score -1.446718e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18640 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88487 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 34754 members Mstep: Class 11 contains 9411 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56861 members Mstep: Class 14 contains 11106 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8301 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27181 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14396 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9602 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7447 members Entering Unmasked Estep ConsiderDeletion Score: -14467190.000000 Penalty: 23449.078125 Iteration 146Q: 41 clusters Score -1.446719e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18634 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88480 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5168 members Mstep: Class 10 contains 34752 members Mstep: Class 11 contains 9413 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56874 members Mstep: Class 14 contains 11098 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8312 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4251 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27179 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14397 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9604 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7445 members Entering Unmasked Estep ConsiderDeletion Score: -14467185.000000 Penalty: 23449.078125 Iteration 147Q: 41 clusters Score -1.446718e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18631 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88475 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5169 members Mstep: Class 10 contains 34751 members Mstep: Class 11 contains 9414 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56877 members Mstep: Class 14 contains 11087 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8321 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4251 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27177 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14400 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9606 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7447 members Entering Unmasked Estep ConsiderDeletion Score: -14467192.000000 Penalty: 23449.078125 Iteration 148Q: 41 clusters Score -1.446719e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18632 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88475 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5170 members Mstep: Class 10 contains 34749 members Mstep: Class 11 contains 9417 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56879 members Mstep: Class 14 contains 11079 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8329 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27174 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14401 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9605 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7446 members Entering Unmasked Estep ConsiderDeletion Score: -14467168.000000 Penalty: 23449.078125 Iteration 149Q: 41 clusters Score -1.446717e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18631 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88477 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5170 members Mstep: Class 10 contains 34749 members Mstep: Class 11 contains 9420 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56883 members Mstep: Class 14 contains 11066 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8335 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27171 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14401 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9606 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7447 members Entering Unmasked Estep ConsiderDeletion Score: -14467194.000000 Penalty: 23449.078125 Iteration 150Q: 41 clusters Score -1.446719e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18630 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88474 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5170 members Mstep: Class 10 contains 34749 members Mstep: Class 11 contains 9424 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56893 members Mstep: Class 14 contains 11055 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8339 members Mstep: Class 20 contains 3299 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27167 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14400 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9606 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7448 members Entering Unmasked Estep ConsiderDeletion Score: -14467188.000000 Penalty: 23449.078125 Iteration 151Q: 41 clusters Score -1.446719e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88475 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34748 members Mstep: Class 11 contains 9431 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56902 members Mstep: Class 14 contains 11042 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8337 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27160 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14399 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9606 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7452 members Entering Unmasked Estep ConsiderDeletion Score: -14467187.000000 Penalty: 23449.078125 Iteration 152Q: 41 clusters Score -1.446719e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88477 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34747 members Mstep: Class 11 contains 9438 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56914 members Mstep: Class 14 contains 11023 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8340 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27153 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14399 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9607 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7455 members Entering Unmasked Estep ConsiderDeletion Score: -14467198.000000 Penalty: 23449.078125 Iteration 153Q: 41 clusters Score -1.44672e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88475 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34747 members Mstep: Class 11 contains 9450 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56922 members Mstep: Class 14 contains 11011 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8341 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27141 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14401 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9607 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7458 members Entering Unmasked Estep ConsiderDeletion Score: -14467196.000000 Penalty: 23449.078125 Iteration 154Q: 41 clusters Score -1.44672e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88475 members Mstep: Class 8 contains 3152 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34747 members Mstep: Class 11 contains 9458 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56927 members Mstep: Class 14 contains 11002 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8342 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27135 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14402 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9607 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7459 members Entering Unmasked Estep ConsiderDeletion Score: -14467208.000000 Penalty: 23449.078125 Iteration 155Q: 41 clusters Score -1.446721e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18628 members Mstep: Class 6 contains 1960 members Mstep: Class 7 contains 88480 members Mstep: Class 8 contains 3153 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34746 members Mstep: Class 11 contains 9462 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56933 members Mstep: Class 14 contains 10987 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8345 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27132 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14404 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9606 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7459 members Entering Unmasked Estep ConsiderDeletion Score: -14467222.000000 Penalty: 23449.078125 Iteration 156Q: 41 clusters Score -1.446722e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7172 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18628 members Mstep: Class 6 contains 1959 members Mstep: Class 7 contains 88481 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34745 members Mstep: Class 11 contains 9468 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56937 members Mstep: Class 14 contains 10975 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8348 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27126 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14407 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9605 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7462 members Entering Unmasked Estep ConsiderDeletion Score: -14467190.000000 Penalty: 23449.078125 Iteration 157Q: 41 clusters Score -1.446719e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1958 members Mstep: Class 7 contains 88485 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34743 members Mstep: Class 11 contains 9475 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56941 members Mstep: Class 14 contains 10965 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8350 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27120 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14409 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9599 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7466 members Entering Unmasked Estep ConsiderDeletion Score: -14467210.000000 Penalty: 23449.078125 Iteration 158Q: 41 clusters Score -1.446721e+07 nChanged 21 Entering ConstructFrom: Score: -14467210.000000 Penalty: 23449.078125 Entering ConstructFrom: Trying to split cluster 1 (2899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Entering Unmasked Estep Score: -108915.414062 Penalty: 362.731506 Iteration 0F: 2 clusters Score -108915.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -106903.625000 Penalty: 725.463013 Iteration 0F: 3 clusters Score -106903.6 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -107830.046875 Penalty: 725.463013 Iteration 1F: 3 clusters Score -107830 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -108120.570312 Penalty: 725.463013 Iteration 2F: 3 clusters Score -108120.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -108416.531250 Penalty: 725.463013 Iteration 3F: 3 clusters Score -108416.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -108627.617188 Penalty: 725.463013 Iteration 4F: 3 clusters Score -108627.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -108768.000000 Penalty: 725.463013 Iteration 5F: 3 clusters Score -108768 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -108841.265625 Penalty: 725.463013 Iteration 6Q: 3 clusters Score -108841.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -108898.929688 Penalty: 725.463013 Iteration 7Q: 3 clusters Score -108898.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -108936.250000 Penalty: 725.463013 Iteration 8Q: 3 clusters Score -108936.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -108951.398438 Penalty: 725.463013 Iteration 9Q: 3 clusters Score -108951.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -108959.726562 Penalty: 725.463013 Iteration 10Q: 3 clusters Score -108959.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -108965.593750 Penalty: 725.463013 Iteration 11Q: 3 clusters Score -108965.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -108971.570312 Penalty: 725.463013 Iteration 12Q: 3 clusters Score -108971.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -108976.601562 Penalty: 725.463013 Iteration 13Q: 3 clusters Score -108976.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -108981.570312 Penalty: 725.463013 Iteration 14Q: 3 clusters Score -108981.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -108985.375000 Penalty: 725.463013 Iteration 15Q: 3 clusters Score -108985.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -108986.054688 Penalty: 725.463013 Iteration 16Q: 3 clusters Score -108986.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -108986.843750 Penalty: 725.463013 Iteration 17Q: 3 clusters Score -108986.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -108987.484375 Penalty: 725.463013 Iteration 18Q: 3 clusters Score -108987.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -108987.960938 Penalty: 725.463013 Iteration 19Q: 3 clusters Score -108988 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -108988.765625 Penalty: 725.463013 Iteration 20F: 3 clusters Score -108988.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -108989.664062 Penalty: 725.463013 Iteration 21Q: 3 clusters Score -108989.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -108991.242188 Penalty: 725.463013 Iteration 22Q: 3 clusters Score -108991.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -108993.835938 Penalty: 725.463013 Iteration 23Q: 3 clusters Score -108993.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -108996.578125 Penalty: 725.463013 Iteration 24Q: 3 clusters Score -108996.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -108998.664062 Penalty: 725.463013 Iteration 25Q: 3 clusters Score -108998.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -108999.703125 Penalty: 725.463013 Iteration 26Q: 3 clusters Score -108999.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -109000.125000 Penalty: 725.463013 Iteration 27Q: 3 clusters Score -109000.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -109000.640625 Penalty: 725.463013 Iteration 28Q: 3 clusters Score -109000.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -109001.312500 Penalty: 725.463013 Iteration 29Q: 3 clusters Score -109001.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -109002.015625 Penalty: 725.463013 Iteration 30Q: 3 clusters Score -109002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -109002.632812 Penalty: 725.463013 Iteration 31Q: 3 clusters Score -109002.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -109003.031250 Penalty: 725.463013 Iteration 32Q: 3 clusters Score -109003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -109003.000000 Penalty: 725.463013 Iteration 33Q: 3 clusters Score -109003 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -109003.421875 Penalty: 725.463013 Iteration 34Q: 3 clusters Score -109003.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -109003.484375 Penalty: 725.463013 Iteration 35Q: 3 clusters Score -109003.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -109003.773438 Penalty: 725.463013 Iteration 36Q: 3 clusters Score -109003.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -109003.968750 Penalty: 725.463013 Iteration 37Q: 3 clusters Score -109004 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -109003.968750 Penalty: 725.463013 Iteration 38F: 3 clusters Score -109004 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 88492 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34743 members Mstep: Class 11 contains 9481 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 56945 members Mstep: Class 14 contains 10954 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8351 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27115 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14408 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9599 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7466 members Mstep: Class 41 contains 1242 members Entering Unmasked Estep Score: -14467034.000000 Penalty: 24035.304688 Splitting cluster 1 changes total score from -14467210.000000 to -14467034.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Entering Unmasked Estep Score: -36291.894531 Penalty: 318.182190 Iteration 0F: 2 clusters Score -36291.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -35426.441406 Penalty: 636.364380 Iteration 0F: 3 clusters Score -35426.44 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -35741.464844 Penalty: 636.364380 Iteration 1F: 3 clusters Score -35741.46 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -35849.574219 Penalty: 636.364380 Iteration 2F: 3 clusters Score -35849.57 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -35941.773438 Penalty: 636.364380 Iteration 3F: 3 clusters Score -35941.77 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -35999.519531 Penalty: 636.364380 Iteration 4F: 3 clusters Score -35999.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -36040.898438 Penalty: 636.364380 Iteration 5Q: 3 clusters Score -36040.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -36078.152344 Penalty: 636.364380 Iteration 6Q: 3 clusters Score -36078.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -36105.585938 Penalty: 636.364380 Iteration 7Q: 3 clusters Score -36105.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -36122.820312 Penalty: 636.364380 Iteration 8Q: 3 clusters Score -36122.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -36134.710938 Penalty: 636.364380 Iteration 9Q: 3 clusters Score -36134.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -36142.058594 Penalty: 636.364380 Iteration 10Q: 3 clusters Score -36142.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -36146.421875 Penalty: 636.364380 Iteration 11Q: 3 clusters Score -36146.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -36153.078125 Penalty: 636.364380 Iteration 12Q: 3 clusters Score -36153.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -36157.960938 Penalty: 636.364380 Iteration 13Q: 3 clusters Score -36157.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -36161.816406 Penalty: 636.364380 Iteration 14Q: 3 clusters Score -36161.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -36164.265625 Penalty: 636.364380 Iteration 15Q: 3 clusters Score -36164.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -36167.058594 Penalty: 636.364380 Iteration 16Q: 3 clusters Score -36167.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -36169.359375 Penalty: 636.364380 Iteration 17Q: 3 clusters Score -36169.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -36174.898438 Penalty: 636.364380 Iteration 18Q: 3 clusters Score -36174.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -36180.832031 Penalty: 636.364380 Iteration 19Q: 3 clusters Score -36180.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -36186.562500 Penalty: 636.364380 Iteration 20F: 3 clusters Score -36186.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -36188.378906 Penalty: 636.364380 Iteration 21Q: 3 clusters Score -36188.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -36189.062500 Penalty: 636.364380 Iteration 22Q: 3 clusters Score -36189.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -36189.062500 Penalty: 636.364380 Iteration 23F: 3 clusters Score -36189.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Entering Unmasked Estep Score: -282843.937500 Penalty: 403.952606 Iteration 0F: 2 clusters Score -282843.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -278036.625000 Penalty: 807.905212 Iteration 0F: 3 clusters Score -278036.6 nChanged 3272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -280048.843750 Penalty: 807.905212 Iteration 1F: 3 clusters Score -280048.8 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -280377.375000 Penalty: 807.905212 Iteration 2F: 3 clusters Score -280377.4 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -280792.156250 Penalty: 807.905212 Iteration 3F: 3 clusters Score -280792.2 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -281162.000000 Penalty: 807.905212 Iteration 4F: 3 clusters Score -281162 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -281424.968750 Penalty: 807.905212 Iteration 5F: 3 clusters Score -281425 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -281605.562500 Penalty: 807.905212 Iteration 6Q: 3 clusters Score -281605.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -281728.468750 Penalty: 807.905212 Iteration 7Q: 3 clusters Score -281728.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -281802.750000 Penalty: 807.905212 Iteration 8Q: 3 clusters Score -281802.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -281846.500000 Penalty: 807.905212 Iteration 9Q: 3 clusters Score -281846.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -281894.125000 Penalty: 807.905212 Iteration 10Q: 3 clusters Score -281894.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -281945.156250 Penalty: 807.905212 Iteration 11Q: 3 clusters Score -281945.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -281994.343750 Penalty: 807.905212 Iteration 12Q: 3 clusters Score -281994.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -282044.000000 Penalty: 807.905212 Iteration 13Q: 3 clusters Score -282044 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -282096.093750 Penalty: 807.905212 Iteration 14Q: 3 clusters Score -282096.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -282145.593750 Penalty: 807.905212 Iteration 15Q: 3 clusters Score -282145.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -282203.968750 Penalty: 807.905212 Iteration 16Q: 3 clusters Score -282204 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -282271.468750 Penalty: 807.905212 Iteration 17Q: 3 clusters Score -282271.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -282346.562500 Penalty: 807.905212 Iteration 18Q: 3 clusters Score -282346.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -282416.281250 Penalty: 807.905212 Iteration 19Q: 3 clusters Score -282416.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -282472.375000 Penalty: 807.905212 Iteration 20F: 3 clusters Score -282472.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -282509.812500 Penalty: 807.905212 Iteration 21Q: 3 clusters Score -282509.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -282536.812500 Penalty: 807.905212 Iteration 22Q: 3 clusters Score -282536.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -282559.250000 Penalty: 807.905212 Iteration 23Q: 3 clusters Score -282559.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -282581.968750 Penalty: 807.905212 Iteration 24Q: 3 clusters Score -282582 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -282594.968750 Penalty: 807.905212 Iteration 25Q: 3 clusters Score -282595 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -282608.937500 Penalty: 807.905212 Iteration 26Q: 3 clusters Score -282608.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -282617.218750 Penalty: 807.905212 Iteration 27Q: 3 clusters Score -282617.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -282621.187500 Penalty: 807.905212 Iteration 28Q: 3 clusters Score -282621.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -282623.062500 Penalty: 807.905212 Iteration 29Q: 3 clusters Score -282623.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -282624.000000 Penalty: 807.905212 Iteration 30Q: 3 clusters Score -282624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -282625.250000 Penalty: 807.905212 Iteration 31Q: 3 clusters Score -282625.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -282625.968750 Penalty: 807.905212 Iteration 32Q: 3 clusters Score -282626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -282626.937500 Penalty: 807.905212 Iteration 33Q: 3 clusters Score -282626.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -282628.968750 Penalty: 807.905212 Iteration 34Q: 3 clusters Score -282629 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -282628.875000 Penalty: 807.905212 Iteration 35Q: 3 clusters Score -282628.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -282629.218750 Penalty: 807.905212 Iteration 36F: 3 clusters Score -282629.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -282630.312500 Penalty: 807.905212 Iteration 37Q: 3 clusters Score -282630.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -282631.000000 Penalty: 807.905212 Iteration 38Q: 3 clusters Score -282631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -282631.593750 Penalty: 807.905212 Iteration 39Q: 3 clusters Score -282631.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -282633.187500 Penalty: 807.905212 Iteration 40F: 3 clusters Score -282633.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -282633.562500 Penalty: 807.905212 Iteration 41Q: 3 clusters Score -282633.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -282633.500000 Penalty: 807.905212 Iteration 42Q: 3 clusters Score -282633.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -282633.500000 Penalty: 807.905212 Iteration 43F: 3 clusters Score -282633.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Entering Unmasked Estep Score: -168416.859375 Penalty: 381.394196 Iteration 0F: 2 clusters Score -168416.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -165395.250000 Penalty: 762.788391 Iteration 0F: 3 clusters Score -165395.2 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -166558.843750 Penalty: 762.788391 Iteration 1F: 3 clusters Score -166558.8 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -166855.140625 Penalty: 762.788391 Iteration 2F: 3 clusters Score -166855.1 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -167246.750000 Penalty: 762.788391 Iteration 3F: 3 clusters Score -167246.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -167614.796875 Penalty: 762.788391 Iteration 4F: 3 clusters Score -167614.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -167919.609375 Penalty: 762.788391 Iteration 5F: 3 clusters Score -167919.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -168100.125000 Penalty: 762.788391 Iteration 6Q: 3 clusters Score -168100.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -168169.515625 Penalty: 762.788391 Iteration 7Q: 3 clusters Score -168169.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -168209.546875 Penalty: 762.788391 Iteration 8Q: 3 clusters Score -168209.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -168229.968750 Penalty: 762.788391 Iteration 9Q: 3 clusters Score -168230 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -168246.328125 Penalty: 762.788391 Iteration 10Q: 3 clusters Score -168246.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -168255.828125 Penalty: 762.788391 Iteration 11Q: 3 clusters Score -168255.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -168265.234375 Penalty: 762.788391 Iteration 12Q: 3 clusters Score -168265.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -168270.843750 Penalty: 762.788391 Iteration 13Q: 3 clusters Score -168270.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -168274.406250 Penalty: 762.788391 Iteration 14Q: 3 clusters Score -168274.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -168276.109375 Penalty: 762.788391 Iteration 15Q: 3 clusters Score -168276.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -168276.500000 Penalty: 762.788391 Iteration 16Q: 3 clusters Score -168276.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -168277.000000 Penalty: 762.788391 Iteration 17Q: 3 clusters Score -168277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -168277.765625 Penalty: 762.788391 Iteration 18Q: 3 clusters Score -168277.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -168277.843750 Penalty: 762.788391 Iteration 19Q: 3 clusters Score -168277.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -168277.843750 Penalty: 762.788391 Iteration 20F: 3 clusters Score -168277.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (18629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18629 members Entering Unmasked Estep Score: -705914.312500 Penalty: 447.377594 Iteration 0F: 2 clusters Score -705914.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -693409.562500 Penalty: 894.755188 Iteration 0F: 3 clusters Score -693409.6 nChanged 8872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -698744.187500 Penalty: 894.755188 Iteration 1F: 3 clusters Score -698744.2 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -699188.750000 Penalty: 894.755188 Iteration 2F: 3 clusters Score -699188.8 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -699741.187500 Penalty: 894.755188 Iteration 3F: 3 clusters Score -699741.2 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -700439.437500 Penalty: 894.755188 Iteration 4F: 3 clusters Score -700439.4 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -701432.062500 Penalty: 894.755188 Iteration 5F: 3 clusters Score -701432.1 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -702344.750000 Penalty: 894.755188 Iteration 6F: 3 clusters Score -702344.8 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -702875.062500 Penalty: 894.755188 Iteration 7F: 3 clusters Score -702875.1 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -703114.625000 Penalty: 894.755188 Iteration 8Q: 3 clusters Score -703114.6 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -703245.500000 Penalty: 894.755188 Iteration 9Q: 3 clusters Score -703245.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 13327 members Entering Unmasked Estep Score: -703353.500000 Penalty: 894.755188 Iteration 10Q: 3 clusters Score -703353.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -703455.562500 Penalty: 894.755188 Iteration 11Q: 3 clusters Score -703455.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 13915 members Entering Unmasked Estep Score: -703561.750000 Penalty: 894.755188 Iteration 12Q: 3 clusters Score -703561.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 14210 members Entering Unmasked Estep Score: -703668.375000 Penalty: 894.755188 Iteration 13Q: 3 clusters Score -703668.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -703788.500000 Penalty: 894.755188 Iteration 14Q: 3 clusters Score -703788.5 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -703932.562500 Penalty: 894.755188 Iteration 15Q: 3 clusters Score -703932.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -704081.937500 Penalty: 894.755188 Iteration 16Q: 3 clusters Score -704081.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 15492 members Entering Unmasked Estep Score: -704224.812500 Penalty: 894.755188 Iteration 17Q: 3 clusters Score -704224.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 15785 members Entering Unmasked Estep Score: -704369.187500 Penalty: 894.755188 Iteration 18Q: 3 clusters Score -704369.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -704533.187500 Penalty: 894.755188 Iteration 19Q: 3 clusters Score -704533.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 16361 members Entering Unmasked Estep Score: -704694.812500 Penalty: 894.755188 Iteration 20F: 3 clusters Score -704694.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -704837.125000 Penalty: 894.755188 Iteration 21Q: 3 clusters Score -704837.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 16865 members Entering Unmasked Estep Score: -704961.562500 Penalty: 894.755188 Iteration 22Q: 3 clusters Score -704961.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -705057.687500 Penalty: 894.755188 Iteration 23Q: 3 clusters Score -705057.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 17219 members Entering Unmasked Estep Score: -705131.500000 Penalty: 894.755188 Iteration 24Q: 3 clusters Score -705131.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -705206.562500 Penalty: 894.755188 Iteration 25Q: 3 clusters Score -705206.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 17509 members Entering Unmasked Estep Score: -705267.437500 Penalty: 894.755188 Iteration 26Q: 3 clusters Score -705267.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -705305.125000 Penalty: 894.755188 Iteration 27Q: 3 clusters Score -705305.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 17703 members Entering Unmasked Estep Score: -705353.125000 Penalty: 894.755188 Iteration 28Q: 3 clusters Score -705353.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 17798 members Entering Unmasked Estep Score: -705399.625000 Penalty: 894.755188 Iteration 29Q: 3 clusters Score -705399.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -705432.687500 Penalty: 894.755188 Iteration 30Q: 3 clusters Score -705432.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -705455.937500 Penalty: 894.755188 Iteration 31Q: 3 clusters Score -705455.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -705473.437500 Penalty: 894.755188 Iteration 32Q: 3 clusters Score -705473.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -705490.625000 Penalty: 894.755188 Iteration 33Q: 3 clusters Score -705490.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -705503.500000 Penalty: 894.755188 Iteration 34Q: 3 clusters Score -705503.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 18100 members Entering Unmasked Estep Score: -705511.250000 Penalty: 894.755188 Iteration 35Q: 3 clusters Score -705511.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 18119 members Entering Unmasked Estep Score: -705514.500000 Penalty: 894.755188 Iteration 36Q: 3 clusters Score -705514.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -705519.937500 Penalty: 894.755188 Iteration 37Q: 3 clusters Score -705519.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 18152 members Entering Unmasked Estep Score: -705522.875000 Penalty: 894.755188 Iteration 38Q: 3 clusters Score -705522.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 18162 members Entering Unmasked Estep Score: -705526.937500 Penalty: 894.755188 Iteration 39Q: 3 clusters Score -705526.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 18176 members Entering Unmasked Estep Score: -705530.875000 Penalty: 894.755188 Iteration 40F: 3 clusters Score -705530.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 18193 members Entering Unmasked Estep Score: -705536.250000 Penalty: 894.755188 Iteration 41Q: 3 clusters Score -705536.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -705542.375000 Penalty: 894.755188 Iteration 42Q: 3 clusters Score -705542.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -705547.125000 Penalty: 894.755188 Iteration 43Q: 3 clusters Score -705547.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -705549.312500 Penalty: 894.755188 Iteration 44Q: 3 clusters Score -705549.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 18245 members Entering Unmasked Estep Score: -705553.375000 Penalty: 894.755188 Iteration 45Q: 3 clusters Score -705553.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 18254 members Entering Unmasked Estep Score: -705555.437500 Penalty: 894.755188 Iteration 46Q: 3 clusters Score -705555.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 18258 members Entering Unmasked Estep Score: -705554.687500 Penalty: 894.755188 Iteration 47Q: 3 clusters Score -705554.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -705556.937500 Penalty: 894.755188 Iteration 48Q: 3 clusters Score -705556.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 18267 members Entering Unmasked Estep Score: -705558.312500 Penalty: 894.755188 Iteration 49Q: 3 clusters Score -705558.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -705557.812500 Penalty: 894.755188 Iteration 50Q: 3 clusters Score -705557.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -705559.125000 Penalty: 894.755188 Iteration 51Q: 3 clusters Score -705559.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -705559.437500 Penalty: 894.755188 Iteration 52Q: 3 clusters Score -705559.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -705560.125000 Penalty: 894.755188 Iteration 53Q: 3 clusters Score -705560.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -705560.125000 Penalty: 894.755188 Iteration 54F: 3 clusters Score -705560.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Entering Unmasked Estep Score: -61466.527344 Penalty: 344.852142 Iteration 0F: 2 clusters Score -61466.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -60135.406250 Penalty: 689.704285 Iteration 0F: 3 clusters Score -60135.41 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -60813.207031 Penalty: 689.704285 Iteration 1F: 3 clusters Score -60813.21 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -60974.480469 Penalty: 689.704285 Iteration 2F: 3 clusters Score -60974.48 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -61078.886719 Penalty: 689.704285 Iteration 3F: 3 clusters Score -61078.89 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -61158.503906 Penalty: 689.704285 Iteration 4Q: 3 clusters Score -61158.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -61216.832031 Penalty: 689.704285 Iteration 5Q: 3 clusters Score -61216.83 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -61239.917969 Penalty: 689.704285 Iteration 6Q: 3 clusters Score -61239.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -61250.343750 Penalty: 689.704285 Iteration 7Q: 3 clusters Score -61250.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -61258.304688 Penalty: 689.704285 Iteration 8Q: 3 clusters Score -61258.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -61264.777344 Penalty: 689.704285 Iteration 9Q: 3 clusters Score -61264.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -61268.097656 Penalty: 689.704285 Iteration 10Q: 3 clusters Score -61268.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -61269.242188 Penalty: 689.704285 Iteration 11Q: 3 clusters Score -61269.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -61270.011719 Penalty: 689.704285 Iteration 12Q: 3 clusters Score -61270.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -61270.355469 Penalty: 689.704285 Iteration 13Q: 3 clusters Score -61270.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -61270.613281 Penalty: 689.704285 Iteration 14Q: 3 clusters Score -61270.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -61270.765625 Penalty: 689.704285 Iteration 15Q: 3 clusters Score -61270.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -61271.242188 Penalty: 689.704285 Iteration 16Q: 3 clusters Score -61271.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -61271.242188 Penalty: 689.704285 Iteration 17F: 3 clusters Score -61271.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (88492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88492 members Entering Unmasked Estep Score: -3705796.000000 Penalty: 518.275330 Iteration 0F: 2 clusters Score -3705796 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Mstep: Class 2 contains 44282 members Entering Unmasked Estep Score: -3646205.750000 Penalty: 1036.550659 Iteration 0F: 3 clusters Score -3646206 nChanged 43315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41245 members Mstep: Class 2 contains 47247 members Entering Unmasked Estep Score: -3673691.000000 Penalty: 1036.550659 Iteration 1F: 3 clusters Score -3673691 nChanged 4911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 49564 members Entering Unmasked Estep Score: -3675728.000000 Penalty: 1036.550659 Iteration 2F: 3 clusters Score -3675728 nChanged 5436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35818 members Mstep: Class 2 contains 52674 members Entering Unmasked Estep Score: -3678222.250000 Penalty: 1036.550659 Iteration 3F: 3 clusters Score -3678222 nChanged 5491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32135 members Mstep: Class 2 contains 56357 members Entering Unmasked Estep Score: -3680940.500000 Penalty: 1036.550659 Iteration 4F: 3 clusters Score -3680940 nChanged 5299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27956 members Mstep: Class 2 contains 60536 members Entering Unmasked Estep Score: -3683974.000000 Penalty: 1036.550659 Iteration 5F: 3 clusters Score -3683974 nChanged 5122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23460 members Mstep: Class 2 contains 65032 members Entering Unmasked Estep Score: -3687428.250000 Penalty: 1036.550659 Iteration 6F: 3 clusters Score -3687428 nChanged 4787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 69547 members Entering Unmasked Estep Score: -3691254.000000 Penalty: 1036.550659 Iteration 7F: 3 clusters Score -3691254 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 73635 members Entering Unmasked Estep Score: -3695126.250000 Penalty: 1036.550659 Iteration 8Q: 3 clusters Score -3695126 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 76845 members Entering Unmasked Estep Score: -3698046.500000 Penalty: 1036.550659 Iteration 9Q: 3 clusters Score -3698046 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 79180 members Entering Unmasked Estep Score: -3699919.250000 Penalty: 1036.550659 Iteration 10Q: 3 clusters Score -3699919 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 80964 members Entering Unmasked Estep Score: -3701161.750000 Penalty: 1036.550659 Iteration 11Q: 3 clusters Score -3701162 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 82471 members Entering Unmasked Estep Score: -3702081.500000 Penalty: 1036.550659 Iteration 12Q: 3 clusters Score -3702082 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 83714 members Entering Unmasked Estep Score: -3702838.500000 Penalty: 1036.550659 Iteration 13Q: 3 clusters Score -3702838 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 84727 members Entering Unmasked Estep Score: -3703516.000000 Penalty: 1036.550659 Iteration 14Q: 3 clusters Score -3703516 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 85529 members Entering Unmasked Estep Score: -3704017.500000 Penalty: 1036.550659 Iteration 15Q: 3 clusters Score -3704018 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 86146 members Entering Unmasked Estep Score: -3704405.500000 Penalty: 1036.550659 Iteration 16Q: 3 clusters Score -3704406 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 86591 members Entering Unmasked Estep Score: -3704662.500000 Penalty: 1036.550659 Iteration 17Q: 3 clusters Score -3704662 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 86927 members Entering Unmasked Estep Score: -3704841.250000 Penalty: 1036.550659 Iteration 18Q: 3 clusters Score -3704841 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 87183 members Entering Unmasked Estep Score: -3704976.250000 Penalty: 1036.550659 Iteration 19Q: 3 clusters Score -3704976 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 87384 members Entering Unmasked Estep Score: -3705089.250000 Penalty: 1036.550659 Iteration 20F: 3 clusters Score -3705089 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 87553 members Entering Unmasked Estep Score: -3705166.500000 Penalty: 1036.550659 Iteration 21Q: 3 clusters Score -3705166 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 87680 members Entering Unmasked Estep Score: -3705234.000000 Penalty: 1036.550659 Iteration 22Q: 3 clusters Score -3705234 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 87776 members Entering Unmasked Estep Score: -3705278.000000 Penalty: 1036.550659 Iteration 23Q: 3 clusters Score -3705278 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 87844 members Entering Unmasked Estep Score: -3705313.250000 Penalty: 1036.550659 Iteration 24Q: 3 clusters Score -3705313 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 87903 members Entering Unmasked Estep Score: -3705340.000000 Penalty: 1036.550659 Iteration 25Q: 3 clusters Score -3705340 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 87950 members Entering Unmasked Estep Score: -3705348.250000 Penalty: 1036.550659 Iteration 26Q: 3 clusters Score -3705348 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 87987 members Entering Unmasked Estep Score: -3705364.250000 Penalty: 1036.550659 Iteration 27Q: 3 clusters Score -3705364 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 88020 members Entering Unmasked Estep Score: -3705377.250000 Penalty: 1036.550659 Iteration 28Q: 3 clusters Score -3705377 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 88042 members Entering Unmasked Estep Score: -3705379.500000 Penalty: 1036.550659 Iteration 29Q: 3 clusters Score -3705380 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 88055 members Entering Unmasked Estep Score: -3705386.500000 Penalty: 1036.550659 Iteration 30Q: 3 clusters Score -3705386 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 88065 members Entering Unmasked Estep Score: -3705392.750000 Penalty: 1036.550659 Iteration 31Q: 3 clusters Score -3705393 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 88077 members Entering Unmasked Estep Score: -3705392.250000 Penalty: 1036.550659 Iteration 32Q: 3 clusters Score -3705392 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 88086 members Entering Unmasked Estep Score: -3705400.250000 Penalty: 1036.550659 Iteration 33Q: 3 clusters Score -3705400 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 88092 members Entering Unmasked Estep Score: -3705402.000000 Penalty: 1036.550659 Iteration 34Q: 3 clusters Score -3705402 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 88100 members Entering Unmasked Estep Score: -3705405.500000 Penalty: 1036.550659 Iteration 35Q: 3 clusters Score -3705406 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 88113 members Entering Unmasked Estep Score: -3705412.500000 Penalty: 1036.550659 Iteration 36Q: 3 clusters Score -3705412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 88123 members Entering Unmasked Estep Score: -3705411.750000 Penalty: 1036.550659 Iteration 37Q: 3 clusters Score -3705412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 88129 members Entering Unmasked Estep Score: -3705417.750000 Penalty: 1036.550659 Iteration 38Q: 3 clusters Score -3705418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 88132 members Entering Unmasked Estep Score: -3705421.250000 Penalty: 1036.550659 Iteration 39Q: 3 clusters Score -3705421 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 88137 members Entering Unmasked Estep Score: -3705423.000000 Penalty: 1036.550659 Iteration 40F: 3 clusters Score -3705423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 88140 members Entering Unmasked Estep Score: -3705421.500000 Penalty: 1036.550659 Iteration 41Q: 3 clusters Score -3705422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 88140 members Entering Unmasked Estep Score: -3705421.500000 Penalty: 1036.550659 Iteration 42F: 3 clusters Score -3705422 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Entering Unmasked Estep Score: -126710.468750 Penalty: 366.567444 Iteration 0F: 2 clusters Score -126710.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -124543.765625 Penalty: 733.134888 Iteration 0F: 3 clusters Score -124543.8 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -125358.625000 Penalty: 733.134888 Iteration 1F: 3 clusters Score -125358.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -125441.000000 Penalty: 733.134888 Iteration 2F: 3 clusters Score -125441 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -125510.445312 Penalty: 733.134888 Iteration 3F: 3 clusters Score -125510.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -125584.578125 Penalty: 733.134888 Iteration 4Q: 3 clusters Score -125584.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -125666.664062 Penalty: 733.134888 Iteration 5Q: 3 clusters Score -125666.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -125746.023438 Penalty: 733.134888 Iteration 6Q: 3 clusters Score -125746 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -125806.164062 Penalty: 733.134888 Iteration 7Q: 3 clusters Score -125806.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -125876.632812 Penalty: 733.134888 Iteration 8Q: 3 clusters Score -125876.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -125943.804688 Penalty: 733.134888 Iteration 9Q: 3 clusters Score -125943.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -126014.726562 Penalty: 733.134888 Iteration 10Q: 3 clusters Score -126014.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -126069.828125 Penalty: 733.134888 Iteration 11Q: 3 clusters Score -126069.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -126100.992188 Penalty: 733.134888 Iteration 12Q: 3 clusters Score -126101 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -126117.531250 Penalty: 733.134888 Iteration 13Q: 3 clusters Score -126117.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -126130.234375 Penalty: 733.134888 Iteration 14Q: 3 clusters Score -126130.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -126139.304688 Penalty: 733.134888 Iteration 15Q: 3 clusters Score -126139.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -126142.890625 Penalty: 733.134888 Iteration 16Q: 3 clusters Score -126142.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -126144.703125 Penalty: 733.134888 Iteration 17Q: 3 clusters Score -126144.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -126146.132812 Penalty: 733.134888 Iteration 18Q: 3 clusters Score -126146.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -126147.687500 Penalty: 733.134888 Iteration 19Q: 3 clusters Score -126147.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -126149.085938 Penalty: 733.134888 Iteration 20F: 3 clusters Score -126149.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -126150.328125 Penalty: 733.134888 Iteration 21Q: 3 clusters Score -126150.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -126150.695312 Penalty: 733.134888 Iteration 22Q: 3 clusters Score -126150.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -126151.500000 Penalty: 733.134888 Iteration 23Q: 3 clusters Score -126151.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -126151.789062 Penalty: 733.134888 Iteration 24Q: 3 clusters Score -126151.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -126152.710938 Penalty: 733.134888 Iteration 25Q: 3 clusters Score -126152.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -126153.085938 Penalty: 733.134888 Iteration 26Q: 3 clusters Score -126153.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -126153.742188 Penalty: 733.134888 Iteration 27Q: 3 clusters Score -126153.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -126154.835938 Penalty: 733.134888 Iteration 28Q: 3 clusters Score -126154.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -126155.789062 Penalty: 733.134888 Iteration 29Q: 3 clusters Score -126155.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -126156.734375 Penalty: 733.134888 Iteration 30Q: 3 clusters Score -126156.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -126158.250000 Penalty: 733.134888 Iteration 31Q: 3 clusters Score -126158.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -126158.742188 Penalty: 733.134888 Iteration 32Q: 3 clusters Score -126158.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -126159.281250 Penalty: 733.134888 Iteration 33Q: 3 clusters Score -126159.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -126159.781250 Penalty: 733.134888 Iteration 34Q: 3 clusters Score -126159.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -126160.265625 Penalty: 733.134888 Iteration 35Q: 3 clusters Score -126160.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -126161.273438 Penalty: 733.134888 Iteration 36Q: 3 clusters Score -126161.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -126161.125000 Penalty: 733.134888 Iteration 37Q: 3 clusters Score -126161.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -126161.179688 Penalty: 733.134888 Iteration 38Q: 3 clusters Score -126161.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -126161.179688 Penalty: 733.134888 Iteration 39F: 3 clusters Score -126161.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Entering Unmasked Estep Score: -209823.687500 Penalty: 389.062378 Iteration 0F: 2 clusters Score -209823.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -206371.734375 Penalty: 778.124756 Iteration 0F: 3 clusters Score -206371.7 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -207720.406250 Penalty: 778.124756 Iteration 1F: 3 clusters Score -207720.4 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -208012.875000 Penalty: 778.124756 Iteration 2F: 3 clusters Score -208012.9 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -208364.046875 Penalty: 778.124756 Iteration 3F: 3 clusters Score -208364 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -208726.875000 Penalty: 778.124756 Iteration 4F: 3 clusters Score -208726.9 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -209021.281250 Penalty: 778.124756 Iteration 5F: 3 clusters Score -209021.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -209202.562500 Penalty: 778.124756 Iteration 6Q: 3 clusters Score -209202.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -209320.687500 Penalty: 778.124756 Iteration 7Q: 3 clusters Score -209320.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -209392.453125 Penalty: 778.124756 Iteration 8Q: 3 clusters Score -209392.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -209434.453125 Penalty: 778.124756 Iteration 9Q: 3 clusters Score -209434.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -209465.812500 Penalty: 778.124756 Iteration 10Q: 3 clusters Score -209465.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -209481.281250 Penalty: 778.124756 Iteration 11Q: 3 clusters Score -209481.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -209490.906250 Penalty: 778.124756 Iteration 12Q: 3 clusters Score -209490.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -209497.531250 Penalty: 778.124756 Iteration 13Q: 3 clusters Score -209497.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -209502.625000 Penalty: 778.124756 Iteration 14Q: 3 clusters Score -209502.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -209506.281250 Penalty: 778.124756 Iteration 15Q: 3 clusters Score -209506.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -209510.828125 Penalty: 778.124756 Iteration 16Q: 3 clusters Score -209510.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -209515.468750 Penalty: 778.124756 Iteration 17Q: 3 clusters Score -209515.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -209518.500000 Penalty: 778.124756 Iteration 18Q: 3 clusters Score -209518.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -209520.312500 Penalty: 778.124756 Iteration 19Q: 3 clusters Score -209520.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -209520.656250 Penalty: 778.124756 Iteration 20F: 3 clusters Score -209520.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -209521.906250 Penalty: 778.124756 Iteration 21Q: 3 clusters Score -209521.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -209522.203125 Penalty: 778.124756 Iteration 22Q: 3 clusters Score -209522.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -209522.484375 Penalty: 778.124756 Iteration 23Q: 3 clusters Score -209522.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -209522.484375 Penalty: 778.124756 Iteration 24F: 3 clusters Score -209522.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34743 members Entering Unmasked Estep Score: -1397943.625000 Penalty: 475.735870 Iteration 0F: 2 clusters Score -1397944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17492 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -1374783.000000 Penalty: 951.471741 Iteration 0F: 3 clusters Score -1374783 nChanged 16675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21303 members Mstep: Class 2 contains 13440 members Entering Unmasked Estep Score: -1385912.125000 Penalty: 951.471741 Iteration 1F: 3 clusters Score -1385912 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23279 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -1387346.750000 Penalty: 951.471741 Iteration 2F: 3 clusters Score -1387347 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25727 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -1389375.125000 Penalty: 951.471741 Iteration 3F: 3 clusters Score -1389375 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28456 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -1391879.500000 Penalty: 951.471741 Iteration 4F: 3 clusters Score -1391880 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30952 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1394296.625000 Penalty: 951.471741 Iteration 5F: 3 clusters Score -1394297 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32730 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -1395988.375000 Penalty: 951.471741 Iteration 6F: 3 clusters Score -1395988 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33731 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1396854.000000 Penalty: 951.471741 Iteration 7Q: 3 clusters Score -1396854 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34203 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1397230.375000 Penalty: 951.471741 Iteration 8Q: 3 clusters Score -1397230 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34431 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1397405.500000 Penalty: 951.471741 Iteration 9Q: 3 clusters Score -1397406 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34533 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1397466.375000 Penalty: 951.471741 Iteration 10Q: 3 clusters Score -1397466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34579 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1397500.375000 Penalty: 951.471741 Iteration 11Q: 3 clusters Score -1397500 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34596 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -1397523.000000 Penalty: 951.471741 Iteration 12Q: 3 clusters Score -1397523 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34614 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1397537.375000 Penalty: 951.471741 Iteration 13Q: 3 clusters Score -1397537 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34626 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1397549.750000 Penalty: 951.471741 Iteration 14Q: 3 clusters Score -1397550 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34635 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1397559.500000 Penalty: 951.471741 Iteration 15Q: 3 clusters Score -1397560 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34640 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1397566.000000 Penalty: 951.471741 Iteration 16Q: 3 clusters Score -1397566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34644 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1397567.125000 Penalty: 951.471741 Iteration 17Q: 3 clusters Score -1397567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34647 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1397569.500000 Penalty: 951.471741 Iteration 18Q: 3 clusters Score -1397570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34648 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -1397569.875000 Penalty: 951.471741 Iteration 19Q: 3 clusters Score -1397570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34650 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -1397571.500000 Penalty: 951.471741 Iteration 20F: 3 clusters Score -1397572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34651 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -1397572.125000 Penalty: 951.471741 Iteration 21Q: 3 clusters Score -1397572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34652 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -1397572.625000 Penalty: 951.471741 Iteration 22Q: 3 clusters Score -1397573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34652 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -1397572.625000 Penalty: 951.471741 Iteration 23F: 3 clusters Score -1397573 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Entering Unmasked Estep Score: -370301.000000 Penalty: 416.645569 Iteration 0F: 2 clusters Score -370301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -363901.562500 Penalty: 833.291138 Iteration 0F: 3 clusters Score -363901.6 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -366840.281250 Penalty: 833.291138 Iteration 1F: 3 clusters Score -366840.3 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -367281.375000 Penalty: 833.291138 Iteration 2F: 3 clusters Score -367281.4 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -367767.031250 Penalty: 833.291138 Iteration 3F: 3 clusters Score -367767 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -368249.906250 Penalty: 833.291138 Iteration 4F: 3 clusters Score -368249.9 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -368719.000000 Penalty: 833.291138 Iteration 5F: 3 clusters Score -368719 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -369066.593750 Penalty: 833.291138 Iteration 6Q: 3 clusters Score -369066.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -369331.625000 Penalty: 833.291138 Iteration 7Q: 3 clusters Score -369331.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -369520.750000 Penalty: 833.291138 Iteration 8Q: 3 clusters Score -369520.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -369643.500000 Penalty: 833.291138 Iteration 9Q: 3 clusters Score -369643.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -369739.125000 Penalty: 833.291138 Iteration 10Q: 3 clusters Score -369739.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -369819.593750 Penalty: 833.291138 Iteration 11Q: 3 clusters Score -369819.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -369875.343750 Penalty: 833.291138 Iteration 12Q: 3 clusters Score -369875.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -369928.562500 Penalty: 833.291138 Iteration 13Q: 3 clusters Score -369928.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -369959.343750 Penalty: 833.291138 Iteration 14Q: 3 clusters Score -369959.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -369976.031250 Penalty: 833.291138 Iteration 15Q: 3 clusters Score -369976 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -369989.875000 Penalty: 833.291138 Iteration 16Q: 3 clusters Score -369989.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -370005.375000 Penalty: 833.291138 Iteration 17Q: 3 clusters Score -370005.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -370020.375000 Penalty: 833.291138 Iteration 18Q: 3 clusters Score -370020.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -370029.343750 Penalty: 833.291138 Iteration 19Q: 3 clusters Score -370029.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -370037.468750 Penalty: 833.291138 Iteration 20F: 3 clusters Score -370037.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -370045.843750 Penalty: 833.291138 Iteration 21Q: 3 clusters Score -370045.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -370052.875000 Penalty: 833.291138 Iteration 22Q: 3 clusters Score -370052.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9052 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -370055.375000 Penalty: 833.291138 Iteration 23Q: 3 clusters Score -370055.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -370057.375000 Penalty: 833.291138 Iteration 24Q: 3 clusters Score -370057.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -370058.656250 Penalty: 833.291138 Iteration 25Q: 3 clusters Score -370058.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -370060.718750 Penalty: 833.291138 Iteration 26Q: 3 clusters Score -370060.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -370061.031250 Penalty: 833.291138 Iteration 27Q: 3 clusters Score -370061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -370061.031250 Penalty: 833.291138 Iteration 28F: 3 clusters Score -370061 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Entering Unmasked Estep Score: -75152.210938 Penalty: 345.199554 Iteration 0F: 2 clusters Score -75152.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -73762.296875 Penalty: 690.399109 Iteration 0F: 3 clusters Score -73762.3 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -74268.679688 Penalty: 690.399109 Iteration 1F: 3 clusters Score -74268.68 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -74407.640625 Penalty: 690.399109 Iteration 2F: 3 clusters Score -74407.64 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -74514.500000 Penalty: 690.399109 Iteration 3F: 3 clusters Score -74514.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -74612.343750 Penalty: 690.399109 Iteration 4F: 3 clusters Score -74612.34 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -74682.148438 Penalty: 690.399109 Iteration 5F: 3 clusters Score -74682.15 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -74747.656250 Penalty: 690.399109 Iteration 6F: 3 clusters Score -74747.66 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -74803.796875 Penalty: 690.399109 Iteration 7Q: 3 clusters Score -74803.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -74850.062500 Penalty: 690.399109 Iteration 8Q: 3 clusters Score -74850.06 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -74876.187500 Penalty: 690.399109 Iteration 9Q: 3 clusters Score -74876.19 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -74901.734375 Penalty: 690.399109 Iteration 10Q: 3 clusters Score -74901.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -74914.250000 Penalty: 690.399109 Iteration 11Q: 3 clusters Score -74914.25 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -74923.890625 Penalty: 690.399109 Iteration 12Q: 3 clusters Score -74923.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -74931.476562 Penalty: 690.399109 Iteration 13Q: 3 clusters Score -74931.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -74938.343750 Penalty: 690.399109 Iteration 14Q: 3 clusters Score -74938.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -74945.968750 Penalty: 690.399109 Iteration 15Q: 3 clusters Score -74945.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -74950.328125 Penalty: 690.399109 Iteration 16Q: 3 clusters Score -74950.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -74954.734375 Penalty: 690.399109 Iteration 17Q: 3 clusters Score -74954.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -74958.835938 Penalty: 690.399109 Iteration 18Q: 3 clusters Score -74958.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -74962.398438 Penalty: 690.399109 Iteration 19Q: 3 clusters Score -74962.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -74963.859375 Penalty: 690.399109 Iteration 20F: 3 clusters Score -74963.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -74966.835938 Penalty: 690.399109 Iteration 21Q: 3 clusters Score -74966.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -74969.828125 Penalty: 690.399109 Iteration 22Q: 3 clusters Score -74969.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -74972.156250 Penalty: 690.399109 Iteration 23Q: 3 clusters Score -74972.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -74974.734375 Penalty: 690.399109 Iteration 24Q: 3 clusters Score -74974.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -74975.656250 Penalty: 690.399109 Iteration 25Q: 3 clusters Score -74975.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -74977.250000 Penalty: 690.399109 Iteration 26Q: 3 clusters Score -74977.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -74978.406250 Penalty: 690.399109 Iteration 27Q: 3 clusters Score -74978.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -74979.851562 Penalty: 690.399109 Iteration 28Q: 3 clusters Score -74979.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -74981.109375 Penalty: 690.399109 Iteration 29Q: 3 clusters Score -74981.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -74982.078125 Penalty: 690.399109 Iteration 30Q: 3 clusters Score -74982.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -74982.671875 Penalty: 690.399109 Iteration 31Q: 3 clusters Score -74982.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -74983.007812 Penalty: 690.399109 Iteration 32Q: 3 clusters Score -74983.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -74983.437500 Penalty: 690.399109 Iteration 33Q: 3 clusters Score -74983.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -74983.976562 Penalty: 690.399109 Iteration 34Q: 3 clusters Score -74983.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -74985.164062 Penalty: 690.399109 Iteration 35Q: 3 clusters Score -74985.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -74985.789062 Penalty: 690.399109 Iteration 36Q: 3 clusters Score -74985.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -74986.507812 Penalty: 690.399109 Iteration 37Q: 3 clusters Score -74986.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -74987.718750 Penalty: 690.399109 Iteration 38Q: 3 clusters Score -74987.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -74991.179688 Penalty: 690.399109 Iteration 39Q: 3 clusters Score -74991.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -74995.578125 Penalty: 690.399109 Iteration 40F: 3 clusters Score -74995.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -74999.320312 Penalty: 690.399109 Iteration 41Q: 3 clusters Score -74999.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -75002.351562 Penalty: 690.399109 Iteration 42Q: 3 clusters Score -75002.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -75008.375000 Penalty: 690.399109 Iteration 43Q: 3 clusters Score -75008.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -75010.460938 Penalty: 690.399109 Iteration 44Q: 3 clusters Score -75010.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -75011.351562 Penalty: 690.399109 Iteration 45Q: 3 clusters Score -75011.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -75011.531250 Penalty: 690.399109 Iteration 46Q: 3 clusters Score -75011.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -75011.687500 Penalty: 690.399109 Iteration 47Q: 3 clusters Score -75011.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -75011.843750 Penalty: 690.399109 Iteration 48Q: 3 clusters Score -75011.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -75011.914062 Penalty: 690.399109 Iteration 49Q: 3 clusters Score -75011.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -75011.914062 Penalty: 690.399109 Iteration 50F: 3 clusters Score -75011.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (56945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56945 members Entering Unmasked Estep Score: -2233107.250000 Penalty: 498.217773 Iteration 0F: 2 clusters Score -2233107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28373 members Mstep: Class 2 contains 28572 members Entering Unmasked Estep Score: -2194921.750000 Penalty: 996.435547 Iteration 0F: 3 clusters Score -2194922 nChanged 27707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 31807 members Entering Unmasked Estep Score: -2214121.500000 Penalty: 996.435547 Iteration 1F: 3 clusters Score -2214122 nChanged 3952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23344 members Mstep: Class 2 contains 33601 members Entering Unmasked Estep Score: -2216835.750000 Penalty: 996.435547 Iteration 2F: 3 clusters Score -2216836 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21188 members Mstep: Class 2 contains 35757 members Entering Unmasked Estep Score: -2220177.000000 Penalty: 996.435547 Iteration 3F: 3 clusters Score -2220177 nChanged 3961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Mstep: Class 2 contains 37874 members Entering Unmasked Estep Score: -2223210.500000 Penalty: 996.435547 Iteration 4F: 3 clusters Score -2223210 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 39701 members Entering Unmasked Estep Score: -2225553.250000 Penalty: 996.435547 Iteration 5F: 3 clusters Score -2225553 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15734 members Mstep: Class 2 contains 41211 members Entering Unmasked Estep Score: -2226965.250000 Penalty: 996.435547 Iteration 6Q: 3 clusters Score -2226965 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 42600 members Entering Unmasked Estep Score: -2227885.250000 Penalty: 996.435547 Iteration 7Q: 3 clusters Score -2227885 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 43904 members Entering Unmasked Estep Score: -2228560.500000 Penalty: 996.435547 Iteration 8Q: 3 clusters Score -2228560 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 45111 members Entering Unmasked Estep Score: -2229149.000000 Penalty: 996.435547 Iteration 9Q: 3 clusters Score -2229149 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 46238 members Entering Unmasked Estep Score: -2229672.750000 Penalty: 996.435547 Iteration 10Q: 3 clusters Score -2229673 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 47273 members Entering Unmasked Estep Score: -2230177.750000 Penalty: 996.435547 Iteration 11Q: 3 clusters Score -2230178 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8707 members Mstep: Class 2 contains 48238 members Entering Unmasked Estep Score: -2230649.000000 Penalty: 996.435547 Iteration 12Q: 3 clusters Score -2230649 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 49125 members Entering Unmasked Estep Score: -2231060.000000 Penalty: 996.435547 Iteration 13Q: 3 clusters Score -2231060 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 49953 members Entering Unmasked Estep Score: -2231469.250000 Penalty: 996.435547 Iteration 14Q: 3 clusters Score -2231469 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 50669 members Entering Unmasked Estep Score: -2231780.500000 Penalty: 996.435547 Iteration 15Q: 3 clusters Score -2231780 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 51280 members Entering Unmasked Estep Score: -2232069.250000 Penalty: 996.435547 Iteration 16Q: 3 clusters Score -2232069 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 51810 members Entering Unmasked Estep Score: -2232342.500000 Penalty: 996.435547 Iteration 17Q: 3 clusters Score -2232342 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 52295 members Entering Unmasked Estep Score: -2232615.750000 Penalty: 996.435547 Iteration 18Q: 3 clusters Score -2232616 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 52729 members Entering Unmasked Estep Score: -2232856.250000 Penalty: 996.435547 Iteration 19Q: 3 clusters Score -2232856 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 53129 members Entering Unmasked Estep Score: -2233085.750000 Penalty: 996.435547 Iteration 20F: 3 clusters Score -2233086 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 53461 members Entering Unmasked Estep Score: -2233315.000000 Penalty: 996.435547 Iteration 21Q: 3 clusters Score -2233315 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 53758 members Entering Unmasked Estep Score: -2233523.000000 Penalty: 996.435547 Iteration 22Q: 3 clusters Score -2233523 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 54005 members Entering Unmasked Estep Score: -2233724.000000 Penalty: 996.435547 Iteration 23Q: 3 clusters Score -2233724 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 54198 members Entering Unmasked Estep Score: -2233873.500000 Penalty: 996.435547 Iteration 24Q: 3 clusters Score -2233874 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 54342 members Entering Unmasked Estep Score: -2233975.000000 Penalty: 996.435547 Iteration 25Q: 3 clusters Score -2233975 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 54465 members Entering Unmasked Estep Score: -2234034.500000 Penalty: 996.435547 Iteration 26Q: 3 clusters Score -2234034 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 54560 members Entering Unmasked Estep Score: -2234078.750000 Penalty: 996.435547 Iteration 27Q: 3 clusters Score -2234079 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 54629 members Entering Unmasked Estep Score: -2234094.750000 Penalty: 996.435547 Iteration 28Q: 3 clusters Score -2234095 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 54674 members Entering Unmasked Estep Score: -2234109.000000 Penalty: 996.435547 Iteration 29Q: 3 clusters Score -2234109 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 54708 members Entering Unmasked Estep Score: -2234119.250000 Penalty: 996.435547 Iteration 30Q: 3 clusters Score -2234119 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 54731 members Entering Unmasked Estep Score: -2234125.250000 Penalty: 996.435547 Iteration 31Q: 3 clusters Score -2234125 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 54755 members Entering Unmasked Estep Score: -2234123.000000 Penalty: 996.435547 Iteration 32Q: 3 clusters Score -2234123 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 54780 members Entering Unmasked Estep Score: -2234122.500000 Penalty: 996.435547 Iteration 33Q: 3 clusters Score -2234122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 54795 members Entering Unmasked Estep Score: -2234129.000000 Penalty: 996.435547 Iteration 34Q: 3 clusters Score -2234129 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 54809 members Entering Unmasked Estep Score: -2234124.750000 Penalty: 996.435547 Iteration 35Q: 3 clusters Score -2234125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 54816 members Entering Unmasked Estep Score: -2234125.250000 Penalty: 996.435547 Iteration 36Q: 3 clusters Score -2234125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 54825 members Entering Unmasked Estep Score: -2234123.250000 Penalty: 996.435547 Iteration 37Q: 3 clusters Score -2234123 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 54831 members Entering Unmasked Estep Score: -2234122.250000 Penalty: 996.435547 Iteration 38Q: 3 clusters Score -2234122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 54834 members Entering Unmasked Estep Score: -2234124.500000 Penalty: 996.435547 Iteration 39Q: 3 clusters Score -2234124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 54837 members Entering Unmasked Estep Score: -2234127.250000 Penalty: 996.435547 Iteration 40F: 3 clusters Score -2234127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 54841 members Entering Unmasked Estep Score: -2234128.250000 Penalty: 996.435547 Iteration 41Q: 3 clusters Score -2234128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 54842 members Entering Unmasked Estep Score: -2234128.500000 Penalty: 996.435547 Iteration 42Q: 3 clusters Score -2234128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 54845 members Entering Unmasked Estep Score: -2234130.000000 Penalty: 996.435547 Iteration 43Q: 3 clusters Score -2234130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 54845 members Entering Unmasked Estep Score: -2234129.000000 Penalty: 996.435547 Iteration 44Q: 3 clusters Score -2234129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 54844 members Entering Unmasked Estep Score: -2234129.000000 Penalty: 996.435547 Iteration 45Q: 3 clusters Score -2234129 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 54844 members Entering Unmasked Estep Score: -2234129.000000 Penalty: 996.435547 Iteration 46F: 3 clusters Score -2234129 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 88492 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34743 members Mstep: Class 11 contains 9481 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2101 members Mstep: Class 14 contains 10954 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8351 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27115 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14408 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9599 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7466 members Mstep: Class 41 contains 54844 members Entering Unmasked Estep Score: -14468061.000000 Penalty: 24035.304688 Splitting cluster 13 changes total score from -14467210.000000 to -14468061.000000 So it's getting split into cluster 41. Entering ConstructFrom: Trying to split cluster 14 (10954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Entering Unmasked Estep Score: -459305.906250 Penalty: 423.216431 Iteration 0F: 2 clusters Score -459305.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -451942.000000 Penalty: 846.432861 Iteration 0F: 3 clusters Score -451942 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -454978.906250 Penalty: 846.432861 Iteration 1F: 3 clusters Score -454978.9 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -455269.062500 Penalty: 846.432861 Iteration 2F: 3 clusters Score -455269.1 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -455600.656250 Penalty: 846.432861 Iteration 3F: 3 clusters Score -455600.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -455994.781250 Penalty: 846.432861 Iteration 4F: 3 clusters Score -455994.8 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -456462.406250 Penalty: 846.432861 Iteration 5F: 3 clusters Score -456462.4 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -456949.562500 Penalty: 846.432861 Iteration 6F: 3 clusters Score -456949.6 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -457392.250000 Penalty: 846.432861 Iteration 7Q: 3 clusters Score -457392.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -457749.531250 Penalty: 846.432861 Iteration 8Q: 3 clusters Score -457749.5 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -458010.093750 Penalty: 846.432861 Iteration 9Q: 3 clusters Score -458010.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -458189.531250 Penalty: 846.432861 Iteration 10Q: 3 clusters Score -458189.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -458325.750000 Penalty: 846.432861 Iteration 11Q: 3 clusters Score -458325.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -458435.125000 Penalty: 846.432861 Iteration 12Q: 3 clusters Score -458435.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -458534.031250 Penalty: 846.432861 Iteration 13Q: 3 clusters Score -458534 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -458600.531250 Penalty: 846.432861 Iteration 14Q: 3 clusters Score -458600.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -458654.812500 Penalty: 846.432861 Iteration 15Q: 3 clusters Score -458654.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -458709.062500 Penalty: 846.432861 Iteration 16Q: 3 clusters Score -458709.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -458760.312500 Penalty: 846.432861 Iteration 17Q: 3 clusters Score -458760.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -458798.906250 Penalty: 846.432861 Iteration 18Q: 3 clusters Score -458798.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10467 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -458823.500000 Penalty: 846.432861 Iteration 19Q: 3 clusters Score -458823.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -458839.968750 Penalty: 846.432861 Iteration 20F: 3 clusters Score -458840 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -458851.718750 Penalty: 846.432861 Iteration 21Q: 3 clusters Score -458851.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -458865.312500 Penalty: 846.432861 Iteration 22Q: 3 clusters Score -458865.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -458880.562500 Penalty: 846.432861 Iteration 23Q: 3 clusters Score -458880.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -458894.812500 Penalty: 846.432861 Iteration 24Q: 3 clusters Score -458894.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -458902.406250 Penalty: 846.432861 Iteration 25Q: 3 clusters Score -458902.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -458911.250000 Penalty: 846.432861 Iteration 26Q: 3 clusters Score -458911.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10662 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -458920.625000 Penalty: 846.432861 Iteration 27Q: 3 clusters Score -458920.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -458927.781250 Penalty: 846.432861 Iteration 28Q: 3 clusters Score -458927.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -458935.968750 Penalty: 846.432861 Iteration 29Q: 3 clusters Score -458936 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -458942.218750 Penalty: 846.432861 Iteration 30Q: 3 clusters Score -458942.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -458947.312500 Penalty: 846.432861 Iteration 31Q: 3 clusters Score -458947.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -458950.375000 Penalty: 846.432861 Iteration 32Q: 3 clusters Score -458950.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -458952.156250 Penalty: 846.432861 Iteration 33Q: 3 clusters Score -458952.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -458953.343750 Penalty: 846.432861 Iteration 34Q: 3 clusters Score -458953.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -458956.281250 Penalty: 846.432861 Iteration 35Q: 3 clusters Score -458956.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10726 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -458957.718750 Penalty: 846.432861 Iteration 36Q: 3 clusters Score -458957.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -458957.750000 Penalty: 846.432861 Iteration 37Q: 3 clusters Score -458957.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -458958.500000 Penalty: 846.432861 Iteration 38Q: 3 clusters Score -458958.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -458960.156250 Penalty: 846.432861 Iteration 39Q: 3 clusters Score -458960.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -458961.750000 Penalty: 846.432861 Iteration 40F: 3 clusters Score -458961.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -458966.000000 Penalty: 846.432861 Iteration 41Q: 3 clusters Score -458966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -458968.062500 Penalty: 846.432861 Iteration 42Q: 3 clusters Score -458968.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -458969.625000 Penalty: 846.432861 Iteration 43Q: 3 clusters Score -458969.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -458971.312500 Penalty: 846.432861 Iteration 44Q: 3 clusters Score -458971.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -458972.593750 Penalty: 846.432861 Iteration 45Q: 3 clusters Score -458972.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -458978.000000 Penalty: 846.432861 Iteration 46Q: 3 clusters Score -458978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -458982.718750 Penalty: 846.432861 Iteration 47Q: 3 clusters Score -458982.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -458987.093750 Penalty: 846.432861 Iteration 48Q: 3 clusters Score -458987.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -458990.156250 Penalty: 846.432861 Iteration 49Q: 3 clusters Score -458990.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -458993.031250 Penalty: 846.432861 Iteration 50Q: 3 clusters Score -458993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -458993.843750 Penalty: 846.432861 Iteration 51Q: 3 clusters Score -458993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -458993.843750 Penalty: 846.432861 Iteration 52F: 3 clusters Score -458993.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -22713.193359 Penalty: 307.015198 Iteration 0F: 2 clusters Score -22713.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -22009.000000 Penalty: 614.030396 Iteration 0F: 3 clusters Score -22009 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -22234.046875 Penalty: 614.030396 Iteration 1F: 3 clusters Score -22234.05 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -22305.519531 Penalty: 614.030396 Iteration 2F: 3 clusters Score -22305.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -22401.414062 Penalty: 614.030396 Iteration 3F: 3 clusters Score -22401.41 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -22486.306641 Penalty: 614.030396 Iteration 4F: 3 clusters Score -22486.31 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -22542.958984 Penalty: 614.030396 Iteration 5F: 3 clusters Score -22542.96 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -22574.091797 Penalty: 614.030396 Iteration 6Q: 3 clusters Score -22574.09 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -22604.794922 Penalty: 614.030396 Iteration 7Q: 3 clusters Score -22604.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -22633.337891 Penalty: 614.030396 Iteration 8Q: 3 clusters Score -22633.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -22658.388672 Penalty: 614.030396 Iteration 9Q: 3 clusters Score -22658.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -22679.146484 Penalty: 614.030396 Iteration 10Q: 3 clusters Score -22679.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -22688.162109 Penalty: 614.030396 Iteration 11Q: 3 clusters Score -22688.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -22695.439453 Penalty: 614.030396 Iteration 12Q: 3 clusters Score -22695.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -22698.466797 Penalty: 614.030396 Iteration 13Q: 3 clusters Score -22698.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -22699.951172 Penalty: 614.030396 Iteration 14Q: 3 clusters Score -22699.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -22701.318359 Penalty: 614.030396 Iteration 15Q: 3 clusters Score -22701.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -22702.244141 Penalty: 614.030396 Iteration 16Q: 3 clusters Score -22702.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -22704.742188 Penalty: 614.030396 Iteration 17Q: 3 clusters Score -22704.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -22708.277344 Penalty: 614.030396 Iteration 18Q: 3 clusters Score -22708.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -22710.357422 Penalty: 614.030396 Iteration 19Q: 3 clusters Score -22710.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -22713.080078 Penalty: 614.030396 Iteration 20F: 3 clusters Score -22713.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -22715.900391 Penalty: 614.030396 Iteration 21Q: 3 clusters Score -22715.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -22718.371094 Penalty: 614.030396 Iteration 22Q: 3 clusters Score -22718.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -22720.416016 Penalty: 614.030396 Iteration 23Q: 3 clusters Score -22720.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -22723.578125 Penalty: 614.030396 Iteration 24Q: 3 clusters Score -22723.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -22734.589844 Penalty: 614.030396 Iteration 25Q: 3 clusters Score -22734.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -22740.847656 Penalty: 614.030396 Iteration 26Q: 3 clusters Score -22740.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -22744.093750 Penalty: 614.030396 Iteration 27Q: 3 clusters Score -22744.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -22745.621094 Penalty: 614.030396 Iteration 28Q: 3 clusters Score -22745.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -22747.009766 Penalty: 614.030396 Iteration 29Q: 3 clusters Score -22747.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -22747.521484 Penalty: 614.030396 Iteration 30Q: 3 clusters Score -22747.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -22748.492188 Penalty: 614.030396 Iteration 31Q: 3 clusters Score -22748.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -22753.269531 Penalty: 614.030396 Iteration 32Q: 3 clusters Score -22753.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -22756.730469 Penalty: 614.030396 Iteration 33Q: 3 clusters Score -22756.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -22757.623047 Penalty: 614.030396 Iteration 34Q: 3 clusters Score -22757.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -22758.466797 Penalty: 614.030396 Iteration 35Q: 3 clusters Score -22758.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -22759.123047 Penalty: 614.030396 Iteration 36Q: 3 clusters Score -22759.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -22759.578125 Penalty: 614.030396 Iteration 37Q: 3 clusters Score -22759.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -22759.578125 Penalty: 614.030396 Iteration 38F: 3 clusters Score -22759.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 88492 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34743 members Mstep: Class 11 contains 9481 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2101 members Mstep: Class 14 contains 10954 members Mstep: Class 15 contains 357 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8351 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27115 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14408 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9599 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7466 members Mstep: Class 41 contains 54844 members Mstep: Class 42 contains 495 members Entering Unmasked Estep Score: -14467816.000000 Penalty: 24621.531250 Splitting cluster 15 changes total score from -14467210.000000 to -14467816.000000 So it's getting split into cluster 42. Entering ConstructFrom: Trying to split cluster 16 (33316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33316 members Entering Unmasked Estep Score: -1314023.750000 Penalty: 473.827576 Iteration 0F: 2 clusters Score -1314024 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16621 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -1291741.125000 Penalty: 947.655151 Iteration 0F: 3 clusters Score -1291741 nChanged 15974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 16523 members Entering Unmasked Estep Score: -1301969.625000 Penalty: 947.655151 Iteration 1F: 3 clusters Score -1301970 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17002 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -1303055.500000 Penalty: 947.655151 Iteration 2F: 3 clusters Score -1303056 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 16121 members Entering Unmasked Estep Score: -1304575.625000 Penalty: 947.655151 Iteration 3F: 3 clusters Score -1304576 nChanged 2309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17470 members Mstep: Class 2 contains 15846 members Entering Unmasked Estep Score: -1306289.000000 Penalty: 947.655151 Iteration 4F: 3 clusters Score -1306289 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -1307852.625000 Penalty: 947.655151 Iteration 5F: 3 clusters Score -1307853 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 15212 members Entering Unmasked Estep Score: -1308877.125000 Penalty: 947.655151 Iteration 6F: 3 clusters Score -1308877 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18610 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -1309393.875000 Penalty: 947.655151 Iteration 7Q: 3 clusters Score -1309394 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19120 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -1309644.875000 Penalty: 947.655151 Iteration 8Q: 3 clusters Score -1309645 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19612 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -1309827.625000 Penalty: 947.655151 Iteration 9Q: 3 clusters Score -1309828 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20103 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -1309974.500000 Penalty: 947.655151 Iteration 10Q: 3 clusters Score -1309974 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20592 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -1310104.750000 Penalty: 947.655151 Iteration 11Q: 3 clusters Score -1310105 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21060 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -1310238.500000 Penalty: 947.655151 Iteration 12Q: 3 clusters Score -1310238 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21521 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1310374.000000 Penalty: 947.655151 Iteration 13Q: 3 clusters Score -1310374 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1310488.000000 Penalty: 947.655151 Iteration 14Q: 3 clusters Score -1310488 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22419 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -1310605.250000 Penalty: 947.655151 Iteration 15Q: 3 clusters Score -1310605 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -1310714.375000 Penalty: 947.655151 Iteration 16Q: 3 clusters Score -1310714 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -1310837.500000 Penalty: 947.655151 Iteration 17Q: 3 clusters Score -1310838 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23775 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -1310957.250000 Penalty: 947.655151 Iteration 18Q: 3 clusters Score -1310957 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24249 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -1311085.250000 Penalty: 947.655151 Iteration 19Q: 3 clusters Score -1311085 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24688 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -1311186.875000 Penalty: 947.655151 Iteration 20F: 3 clusters Score -1311187 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25112 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1311300.250000 Penalty: 947.655151 Iteration 21Q: 3 clusters Score -1311300 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25490 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1311388.625000 Penalty: 947.655151 Iteration 22Q: 3 clusters Score -1311389 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25885 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1311482.500000 Penalty: 947.655151 Iteration 23Q: 3 clusters Score -1311482 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26282 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1311589.500000 Penalty: 947.655151 Iteration 24Q: 3 clusters Score -1311590 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26648 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1311678.125000 Penalty: 947.655151 Iteration 25Q: 3 clusters Score -1311678 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27019 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1311763.500000 Penalty: 947.655151 Iteration 26Q: 3 clusters Score -1311764 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1311851.625000 Penalty: 947.655151 Iteration 27Q: 3 clusters Score -1311852 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27720 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1311927.500000 Penalty: 947.655151 Iteration 28Q: 3 clusters Score -1311928 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28072 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1312013.375000 Penalty: 947.655151 Iteration 29Q: 3 clusters Score -1312013 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28400 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1312098.625000 Penalty: 947.655151 Iteration 30Q: 3 clusters Score -1312099 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28736 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1312190.875000 Penalty: 947.655151 Iteration 31Q: 3 clusters Score -1312191 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29054 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1312273.750000 Penalty: 947.655151 Iteration 32Q: 3 clusters Score -1312274 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29361 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1312355.375000 Penalty: 947.655151 Iteration 33Q: 3 clusters Score -1312355 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1312421.250000 Penalty: 947.655151 Iteration 34Q: 3 clusters Score -1312421 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29930 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1312504.375000 Penalty: 947.655151 Iteration 35Q: 3 clusters Score -1312504 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30221 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1312587.375000 Penalty: 947.655151 Iteration 36Q: 3 clusters Score -1312587 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30504 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1312671.625000 Penalty: 947.655151 Iteration 37Q: 3 clusters Score -1312672 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30753 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1312737.375000 Penalty: 947.655151 Iteration 38Q: 3 clusters Score -1312737 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30994 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1312810.125000 Penalty: 947.655151 Iteration 39Q: 3 clusters Score -1312810 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31218 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1312886.125000 Penalty: 947.655151 Iteration 40F: 3 clusters Score -1312886 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31455 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1312964.125000 Penalty: 947.655151 Iteration 41Q: 3 clusters Score -1312964 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31666 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1313041.375000 Penalty: 947.655151 Iteration 42Q: 3 clusters Score -1313041 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31861 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1313110.250000 Penalty: 947.655151 Iteration 43Q: 3 clusters Score -1313110 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32044 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1313172.625000 Penalty: 947.655151 Iteration 44Q: 3 clusters Score -1313173 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32208 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1313239.625000 Penalty: 947.655151 Iteration 45Q: 3 clusters Score -1313240 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32357 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1313307.000000 Penalty: 947.655151 Iteration 46Q: 3 clusters Score -1313307 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32507 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1313374.625000 Penalty: 947.655151 Iteration 47Q: 3 clusters Score -1313375 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32633 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1313430.500000 Penalty: 947.655151 Iteration 48Q: 3 clusters Score -1313430 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32726 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1313465.750000 Penalty: 947.655151 Iteration 49Q: 3 clusters Score -1313466 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32808 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1313493.000000 Penalty: 947.655151 Iteration 50Q: 3 clusters Score -1313493 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32873 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1313518.625000 Penalty: 947.655151 Iteration 51Q: 3 clusters Score -1313519 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32932 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1313545.500000 Penalty: 947.655151 Iteration 52Q: 3 clusters Score -1313546 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32979 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1313563.375000 Penalty: 947.655151 Iteration 53Q: 3 clusters Score -1313563 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33013 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1313575.375000 Penalty: 947.655151 Iteration 54Q: 3 clusters Score -1313575 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33040 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1313584.250000 Penalty: 947.655151 Iteration 55Q: 3 clusters Score -1313584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33056 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1313588.125000 Penalty: 947.655151 Iteration 56Q: 3 clusters Score -1313588 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33066 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1313592.250000 Penalty: 947.655151 Iteration 57Q: 3 clusters Score -1313592 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33083 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -1313597.750000 Penalty: 947.655151 Iteration 58Q: 3 clusters Score -1313598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33095 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1313601.875000 Penalty: 947.655151 Iteration 59Q: 3 clusters Score -1313602 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33108 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -1313613.375000 Penalty: 947.655151 Iteration 60F: 3 clusters Score -1313613 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33121 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1313630.125000 Penalty: 947.655151 Iteration 61Q: 3 clusters Score -1313630 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33129 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -1313635.750000 Penalty: 947.655151 Iteration 62Q: 3 clusters Score -1313636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33134 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1313639.500000 Penalty: 947.655151 Iteration 63Q: 3 clusters Score -1313640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33137 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1313637.625000 Penalty: 947.655151 Iteration 64Q: 3 clusters Score -1313638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33137 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -1313637.625000 Penalty: 947.655151 Iteration 65F: 3 clusters Score -1313638 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Entering Unmasked Estep Score: -28599.832031 Penalty: 301.696106 Iteration 0F: 2 clusters Score -28599.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -27958.929688 Penalty: 603.392212 Iteration 0F: 3 clusters Score -27958.93 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -28193.257812 Penalty: 603.392212 Iteration 1F: 3 clusters Score -28193.26 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -28258.355469 Penalty: 603.392212 Iteration 2F: 3 clusters Score -28258.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -28301.619141 Penalty: 603.392212 Iteration 3F: 3 clusters Score -28301.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28328.595703 Penalty: 603.392212 Iteration 4Q: 3 clusters Score -28328.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -28345.876953 Penalty: 603.392212 Iteration 5Q: 3 clusters Score -28345.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -28357.449219 Penalty: 603.392212 Iteration 6Q: 3 clusters Score -28357.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -28363.867188 Penalty: 603.392212 Iteration 7Q: 3 clusters Score -28363.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -28366.230469 Penalty: 603.392212 Iteration 8Q: 3 clusters Score -28366.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28367.128906 Penalty: 603.392212 Iteration 9Q: 3 clusters Score -28367.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28367.646484 Penalty: 603.392212 Iteration 10Q: 3 clusters Score -28367.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28368.601562 Penalty: 603.392212 Iteration 11Q: 3 clusters Score -28368.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -28372.625000 Penalty: 603.392212 Iteration 12Q: 3 clusters Score -28372.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -28373.671875 Penalty: 603.392212 Iteration 13Q: 3 clusters Score -28373.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28374.986328 Penalty: 603.392212 Iteration 14Q: 3 clusters Score -28374.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -28376.121094 Penalty: 603.392212 Iteration 15Q: 3 clusters Score -28376.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -28376.822266 Penalty: 603.392212 Iteration 16Q: 3 clusters Score -28376.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -28376.822266 Penalty: 603.392212 Iteration 17F: 3 clusters Score -28376.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -29584.638672 Penalty: 302.646515 Iteration 0F: 2 clusters Score -29584.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -28917.343750 Penalty: 605.293030 Iteration 0F: 3 clusters Score -28917.34 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -29114.097656 Penalty: 605.293030 Iteration 1F: 3 clusters Score -29114.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29188.417969 Penalty: 605.293030 Iteration 2F: 3 clusters Score -29188.42 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29233.181641 Penalty: 605.293030 Iteration 3F: 3 clusters Score -29233.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -29258.292969 Penalty: 605.293030 Iteration 4Q: 3 clusters Score -29258.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29270.113281 Penalty: 605.293030 Iteration 5Q: 3 clusters Score -29270.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -29276.394531 Penalty: 605.293030 Iteration 6Q: 3 clusters Score -29276.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -29282.587891 Penalty: 605.293030 Iteration 7Q: 3 clusters Score -29282.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29288.619141 Penalty: 605.293030 Iteration 8Q: 3 clusters Score -29288.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -29293.714844 Penalty: 605.293030 Iteration 9Q: 3 clusters Score -29293.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29297.150391 Penalty: 605.293030 Iteration 10Q: 3 clusters Score -29297.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29299.947266 Penalty: 605.293030 Iteration 11Q: 3 clusters Score -29299.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29303.609375 Penalty: 605.293030 Iteration 12Q: 3 clusters Score -29303.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -29303.697266 Penalty: 605.293030 Iteration 13Q: 3 clusters Score -29303.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -29303.697266 Penalty: 605.293030 Iteration 14F: 3 clusters Score -29303.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Entering Unmasked Estep Score: -329672.750000 Penalty: 410.871185 Iteration 0F: 2 clusters Score -329672.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -324020.968750 Penalty: 821.742371 Iteration 0F: 3 clusters Score -324021 nChanged 3920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -326533.187500 Penalty: 821.742371 Iteration 1F: 3 clusters Score -326533.2 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -326962.781250 Penalty: 821.742371 Iteration 2F: 3 clusters Score -326962.8 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -327421.968750 Penalty: 821.742371 Iteration 3F: 3 clusters Score -327422 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -327843.375000 Penalty: 821.742371 Iteration 4F: 3 clusters Score -327843.4 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -328243.656250 Penalty: 821.742371 Iteration 5F: 3 clusters Score -328243.7 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -328587.187500 Penalty: 821.742371 Iteration 6F: 3 clusters Score -328587.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -328833.843750 Penalty: 821.742371 Iteration 7Q: 3 clusters Score -328833.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -328970.937500 Penalty: 821.742371 Iteration 8Q: 3 clusters Score -328970.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -329047.250000 Penalty: 821.742371 Iteration 9Q: 3 clusters Score -329047.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -329111.218750 Penalty: 821.742371 Iteration 10Q: 3 clusters Score -329111.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -329164.343750 Penalty: 821.742371 Iteration 11Q: 3 clusters Score -329164.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -329206.218750 Penalty: 821.742371 Iteration 12Q: 3 clusters Score -329206.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -329241.218750 Penalty: 821.742371 Iteration 13Q: 3 clusters Score -329241.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -329269.781250 Penalty: 821.742371 Iteration 14Q: 3 clusters Score -329269.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -329299.000000 Penalty: 821.742371 Iteration 15Q: 3 clusters Score -329299 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -329314.093750 Penalty: 821.742371 Iteration 16Q: 3 clusters Score -329314.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -329325.468750 Penalty: 821.742371 Iteration 17Q: 3 clusters Score -329325.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -329331.343750 Penalty: 821.742371 Iteration 18Q: 3 clusters Score -329331.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -329336.906250 Penalty: 821.742371 Iteration 19Q: 3 clusters Score -329336.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -329342.468750 Penalty: 821.742371 Iteration 20F: 3 clusters Score -329342.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -329348.500000 Penalty: 821.742371 Iteration 21Q: 3 clusters Score -329348.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -329354.531250 Penalty: 821.742371 Iteration 22Q: 3 clusters Score -329354.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -329360.593750 Penalty: 821.742371 Iteration 23Q: 3 clusters Score -329360.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -329365.718750 Penalty: 821.742371 Iteration 24Q: 3 clusters Score -329365.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -329367.531250 Penalty: 821.742371 Iteration 25Q: 3 clusters Score -329367.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -329371.468750 Penalty: 821.742371 Iteration 26Q: 3 clusters Score -329371.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -329378.250000 Penalty: 821.742371 Iteration 27Q: 3 clusters Score -329378.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -329384.312500 Penalty: 821.742371 Iteration 28Q: 3 clusters Score -329384.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -329392.437500 Penalty: 821.742371 Iteration 29Q: 3 clusters Score -329392.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -329402.968750 Penalty: 821.742371 Iteration 30Q: 3 clusters Score -329403 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -329412.218750 Penalty: 821.742371 Iteration 31Q: 3 clusters Score -329412.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -329417.343750 Penalty: 821.742371 Iteration 32Q: 3 clusters Score -329417.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -329423.250000 Penalty: 821.742371 Iteration 33Q: 3 clusters Score -329423.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -329430.000000 Penalty: 821.742371 Iteration 34Q: 3 clusters Score -329430 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -329434.812500 Penalty: 821.742371 Iteration 35Q: 3 clusters Score -329434.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -329441.375000 Penalty: 821.742371 Iteration 36Q: 3 clusters Score -329441.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -329446.218750 Penalty: 821.742371 Iteration 37Q: 3 clusters Score -329446.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -329451.781250 Penalty: 821.742371 Iteration 38Q: 3 clusters Score -329451.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -329456.531250 Penalty: 821.742371 Iteration 39Q: 3 clusters Score -329456.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -329459.875000 Penalty: 821.742371 Iteration 40F: 3 clusters Score -329459.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -329461.750000 Penalty: 821.742371 Iteration 41Q: 3 clusters Score -329461.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -329462.687500 Penalty: 821.742371 Iteration 42Q: 3 clusters Score -329462.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -329464.656250 Penalty: 821.742371 Iteration 43Q: 3 clusters Score -329464.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -329465.062500 Penalty: 821.742371 Iteration 44Q: 3 clusters Score -329465.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -329466.500000 Penalty: 821.742371 Iteration 45Q: 3 clusters Score -329466.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -329467.406250 Penalty: 821.742371 Iteration 46Q: 3 clusters Score -329467.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -329470.468750 Penalty: 821.742371 Iteration 47Q: 3 clusters Score -329470.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -329472.343750 Penalty: 821.742371 Iteration 48Q: 3 clusters Score -329472.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -329473.468750 Penalty: 821.742371 Iteration 49Q: 3 clusters Score -329473.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -329474.093750 Penalty: 821.742371 Iteration 50Q: 3 clusters Score -329474.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -329475.531250 Penalty: 821.742371 Iteration 51Q: 3 clusters Score -329475.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -329476.218750 Penalty: 821.742371 Iteration 52Q: 3 clusters Score -329476.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -329476.093750 Penalty: 821.742371 Iteration 53Q: 3 clusters Score -329476.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -329475.968750 Penalty: 821.742371 Iteration 54Q: 3 clusters Score -329476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -329476.843750 Penalty: 821.742371 Iteration 55Q: 3 clusters Score -329476.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -329476.093750 Penalty: 821.742371 Iteration 56Q: 3 clusters Score -329476.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -329476.281250 Penalty: 821.742371 Iteration 57Q: 3 clusters Score -329476.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -329476.562500 Penalty: 821.742371 Iteration 58Q: 3 clusters Score -329476.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -329477.718750 Penalty: 821.742371 Iteration 59Q: 3 clusters Score -329477.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -329477.125000 Penalty: 821.742371 Iteration 60F: 3 clusters Score -329477.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -329477.968750 Penalty: 821.742371 Iteration 61Q: 3 clusters Score -329478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -329477.968750 Penalty: 821.742371 Iteration 62F: 3 clusters Score -329478 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Entering Unmasked Estep Score: -129826.335938 Penalty: 368.653900 Iteration 0F: 2 clusters Score -129826.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -127579.093750 Penalty: 737.307800 Iteration 0F: 3 clusters Score -127579.1 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -128450.351562 Penalty: 737.307800 Iteration 1F: 3 clusters Score -128450.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -128617.812500 Penalty: 737.307800 Iteration 2F: 3 clusters Score -128617.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -128801.640625 Penalty: 737.307800 Iteration 3F: 3 clusters Score -128801.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -129007.375000 Penalty: 737.307800 Iteration 4F: 3 clusters Score -129007.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -129161.539062 Penalty: 737.307800 Iteration 5Q: 3 clusters Score -129161.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -129249.609375 Penalty: 737.307800 Iteration 6Q: 3 clusters Score -129249.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -129299.789062 Penalty: 737.307800 Iteration 7Q: 3 clusters Score -129299.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -129339.117188 Penalty: 737.307800 Iteration 8Q: 3 clusters Score -129339.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -129380.218750 Penalty: 737.307800 Iteration 9Q: 3 clusters Score -129380.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -129407.734375 Penalty: 737.307800 Iteration 10Q: 3 clusters Score -129407.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -129425.460938 Penalty: 737.307800 Iteration 11Q: 3 clusters Score -129425.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -129438.984375 Penalty: 737.307800 Iteration 12Q: 3 clusters Score -129439 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -129451.906250 Penalty: 737.307800 Iteration 13Q: 3 clusters Score -129451.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -129465.195312 Penalty: 737.307800 Iteration 14Q: 3 clusters Score -129465.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -129474.718750 Penalty: 737.307800 Iteration 15Q: 3 clusters Score -129474.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -129481.593750 Penalty: 737.307800 Iteration 16Q: 3 clusters Score -129481.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -129484.578125 Penalty: 737.307800 Iteration 17Q: 3 clusters Score -129484.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -129487.648438 Penalty: 737.307800 Iteration 18Q: 3 clusters Score -129487.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -129491.257812 Penalty: 737.307800 Iteration 19Q: 3 clusters Score -129491.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -129495.937500 Penalty: 737.307800 Iteration 20F: 3 clusters Score -129495.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -129503.171875 Penalty: 737.307800 Iteration 21Q: 3 clusters Score -129503.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -129507.148438 Penalty: 737.307800 Iteration 22Q: 3 clusters Score -129507.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -129509.054688 Penalty: 737.307800 Iteration 23Q: 3 clusters Score -129509.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -129510.726562 Penalty: 737.307800 Iteration 24Q: 3 clusters Score -129510.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -129512.507812 Penalty: 737.307800 Iteration 25Q: 3 clusters Score -129512.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -129512.507812 Penalty: 737.307800 Iteration 26F: 3 clusters Score -129512.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Entering Unmasked Estep Score: -69640.890625 Penalty: 349.531982 Iteration 0F: 2 clusters Score -69640.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -68074.812500 Penalty: 699.063965 Iteration 0F: 3 clusters Score -68074.81 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -68609.718750 Penalty: 699.063965 Iteration 1F: 3 clusters Score -68609.72 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -68725.132812 Penalty: 699.063965 Iteration 2F: 3 clusters Score -68725.13 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -68851.546875 Penalty: 699.063965 Iteration 3F: 3 clusters Score -68851.55 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -68981.312500 Penalty: 699.063965 Iteration 4F: 3 clusters Score -68981.31 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -69079.125000 Penalty: 699.063965 Iteration 5F: 3 clusters Score -69079.12 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -69177.070312 Penalty: 699.063965 Iteration 6F: 3 clusters Score -69177.07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -69259.359375 Penalty: 699.063965 Iteration 7Q: 3 clusters Score -69259.36 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -69318.765625 Penalty: 699.063965 Iteration 8Q: 3 clusters Score -69318.77 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -69361.265625 Penalty: 699.063965 Iteration 9Q: 3 clusters Score -69361.27 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -69385.625000 Penalty: 699.063965 Iteration 10Q: 3 clusters Score -69385.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -69397.750000 Penalty: 699.063965 Iteration 11Q: 3 clusters Score -69397.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -69405.203125 Penalty: 699.063965 Iteration 12Q: 3 clusters Score -69405.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -69411.742188 Penalty: 699.063965 Iteration 13Q: 3 clusters Score -69411.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -69417.929688 Penalty: 699.063965 Iteration 14Q: 3 clusters Score -69417.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -69419.726562 Penalty: 699.063965 Iteration 15Q: 3 clusters Score -69419.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -69421.531250 Penalty: 699.063965 Iteration 16Q: 3 clusters Score -69421.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -69421.640625 Penalty: 699.063965 Iteration 17Q: 3 clusters Score -69421.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -69421.640625 Penalty: 699.063965 Iteration 18F: 3 clusters Score -69421.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Entering Unmasked Estep Score: -502455.687500 Penalty: 430.348816 Iteration 0F: 2 clusters Score -502455.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -494034.687500 Penalty: 860.697632 Iteration 0F: 3 clusters Score -494034.7 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -497242.312500 Penalty: 860.697632 Iteration 1F: 3 clusters Score -497242.3 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -497572.031250 Penalty: 860.697632 Iteration 2F: 3 clusters Score -497572 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -497976.687500 Penalty: 860.697632 Iteration 3F: 3 clusters Score -497976.7 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -498464.875000 Penalty: 860.697632 Iteration 4F: 3 clusters Score -498464.9 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -499048.562500 Penalty: 860.697632 Iteration 5F: 3 clusters Score -499048.6 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -499612.281250 Penalty: 860.697632 Iteration 6F: 3 clusters Score -499612.3 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -500035.500000 Penalty: 860.697632 Iteration 7F: 3 clusters Score -500035.5 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -500235.843750 Penalty: 860.697632 Iteration 8Q: 3 clusters Score -500235.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -500328.000000 Penalty: 860.697632 Iteration 9Q: 3 clusters Score -500328 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -500373.468750 Penalty: 860.697632 Iteration 10Q: 3 clusters Score -500373.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -500412.125000 Penalty: 860.697632 Iteration 11Q: 3 clusters Score -500412.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -500451.625000 Penalty: 860.697632 Iteration 12Q: 3 clusters Score -500451.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -500489.500000 Penalty: 860.697632 Iteration 13Q: 3 clusters Score -500489.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -500528.875000 Penalty: 860.697632 Iteration 14Q: 3 clusters Score -500528.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -500570.687500 Penalty: 860.697632 Iteration 15Q: 3 clusters Score -500570.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -500615.656250 Penalty: 860.697632 Iteration 16Q: 3 clusters Score -500615.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -500680.500000 Penalty: 860.697632 Iteration 17Q: 3 clusters Score -500680.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -500746.781250 Penalty: 860.697632 Iteration 18Q: 3 clusters Score -500746.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -500816.312500 Penalty: 860.697632 Iteration 19Q: 3 clusters Score -500816.3 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -500906.187500 Penalty: 860.697632 Iteration 20F: 3 clusters Score -500906.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -500997.843750 Penalty: 860.697632 Iteration 21Q: 3 clusters Score -500997.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -501104.343750 Penalty: 860.697632 Iteration 22Q: 3 clusters Score -501104.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -501228.593750 Penalty: 860.697632 Iteration 23Q: 3 clusters Score -501228.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -501353.250000 Penalty: 860.697632 Iteration 24Q: 3 clusters Score -501353.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -501506.875000 Penalty: 860.697632 Iteration 25Q: 3 clusters Score -501506.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -501660.781250 Penalty: 860.697632 Iteration 26Q: 3 clusters Score -501660.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -501786.281250 Penalty: 860.697632 Iteration 27Q: 3 clusters Score -501786.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -501882.656250 Penalty: 860.697632 Iteration 28Q: 3 clusters Score -501882.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 10604 members Entering Unmasked Estep Score: -501955.968750 Penalty: 860.697632 Iteration 29Q: 3 clusters Score -501956 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -502010.343750 Penalty: 860.697632 Iteration 30Q: 3 clusters Score -502010.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -502053.000000 Penalty: 860.697632 Iteration 31Q: 3 clusters Score -502053 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -502088.031250 Penalty: 860.697632 Iteration 32Q: 3 clusters Score -502088 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -502114.218750 Penalty: 860.697632 Iteration 33Q: 3 clusters Score -502114.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -502142.468750 Penalty: 860.697632 Iteration 34Q: 3 clusters Score -502142.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -502165.750000 Penalty: 860.697632 Iteration 35Q: 3 clusters Score -502165.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -502186.125000 Penalty: 860.697632 Iteration 36Q: 3 clusters Score -502186.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -502205.312500 Penalty: 860.697632 Iteration 37Q: 3 clusters Score -502205.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -502221.812500 Penalty: 860.697632 Iteration 38Q: 3 clusters Score -502221.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -502234.625000 Penalty: 860.697632 Iteration 39Q: 3 clusters Score -502234.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -502246.937500 Penalty: 860.697632 Iteration 40F: 3 clusters Score -502246.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -502255.093750 Penalty: 860.697632 Iteration 41Q: 3 clusters Score -502255.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -502259.750000 Penalty: 860.697632 Iteration 42Q: 3 clusters Score -502259.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -502265.625000 Penalty: 860.697632 Iteration 43Q: 3 clusters Score -502265.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -502269.968750 Penalty: 860.697632 Iteration 44Q: 3 clusters Score -502270 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -502273.000000 Penalty: 860.697632 Iteration 45Q: 3 clusters Score -502273 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -502275.000000 Penalty: 860.697632 Iteration 46Q: 3 clusters Score -502275 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -502280.343750 Penalty: 860.697632 Iteration 47Q: 3 clusters Score -502280.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -502284.875000 Penalty: 860.697632 Iteration 48Q: 3 clusters Score -502284.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -502287.000000 Penalty: 860.697632 Iteration 49Q: 3 clusters Score -502287 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -502289.437500 Penalty: 860.697632 Iteration 50Q: 3 clusters Score -502289.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -502292.000000 Penalty: 860.697632 Iteration 51Q: 3 clusters Score -502292 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -502296.312500 Penalty: 860.697632 Iteration 52Q: 3 clusters Score -502296.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -502299.812500 Penalty: 860.697632 Iteration 53Q: 3 clusters Score -502299.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -502302.656250 Penalty: 860.697632 Iteration 54Q: 3 clusters Score -502302.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -502306.125000 Penalty: 860.697632 Iteration 55Q: 3 clusters Score -502306.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -502309.750000 Penalty: 860.697632 Iteration 56Q: 3 clusters Score -502309.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -502312.656250 Penalty: 860.697632 Iteration 57Q: 3 clusters Score -502312.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -502315.468750 Penalty: 860.697632 Iteration 58Q: 3 clusters Score -502315.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -502318.968750 Penalty: 860.697632 Iteration 59Q: 3 clusters Score -502319 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 11977 members Entering Unmasked Estep Score: -502321.093750 Penalty: 860.697632 Iteration 60F: 3 clusters Score -502321.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -502323.500000 Penalty: 860.697632 Iteration 61Q: 3 clusters Score -502323.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -502326.156250 Penalty: 860.697632 Iteration 62Q: 3 clusters Score -502326.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 12010 members Entering Unmasked Estep Score: -502327.062500 Penalty: 860.697632 Iteration 63Q: 3 clusters Score -502327.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -502327.687500 Penalty: 860.697632 Iteration 64Q: 3 clusters Score -502327.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -502327.250000 Penalty: 860.697632 Iteration 65Q: 3 clusters Score -502327.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -502327.250000 Penalty: 860.697632 Iteration 66F: 3 clusters Score -502327.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Entering Unmasked Estep Score: -34507.660156 Penalty: 306.639801 Iteration 0F: 2 clusters Score -34507.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -33799.179688 Penalty: 613.279602 Iteration 0F: 3 clusters Score -33799.18 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -34110.500000 Penalty: 613.279602 Iteration 1F: 3 clusters Score -34110.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -34210.703125 Penalty: 613.279602 Iteration 2F: 3 clusters Score -34210.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -34279.269531 Penalty: 613.279602 Iteration 3F: 3 clusters Score -34279.27 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -34332.496094 Penalty: 613.279602 Iteration 4F: 3 clusters Score -34332.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -34366.652344 Penalty: 613.279602 Iteration 5Q: 3 clusters Score -34366.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34386.277344 Penalty: 613.279602 Iteration 6Q: 3 clusters Score -34386.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34397.113281 Penalty: 613.279602 Iteration 7Q: 3 clusters Score -34397.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34406.511719 Penalty: 613.279602 Iteration 8Q: 3 clusters Score -34406.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -34412.710938 Penalty: 613.279602 Iteration 9Q: 3 clusters Score -34412.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34417.234375 Penalty: 613.279602 Iteration 10Q: 3 clusters Score -34417.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -34423.000000 Penalty: 613.279602 Iteration 11Q: 3 clusters Score -34423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -34430.179688 Penalty: 613.279602 Iteration 12Q: 3 clusters Score -34430.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -34432.078125 Penalty: 613.279602 Iteration 13Q: 3 clusters Score -34432.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -34438.636719 Penalty: 613.279602 Iteration 14Q: 3 clusters Score -34438.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -34447.113281 Penalty: 613.279602 Iteration 15Q: 3 clusters Score -34447.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -34452.832031 Penalty: 613.279602 Iteration 16Q: 3 clusters Score -34452.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34460.058594 Penalty: 613.279602 Iteration 17Q: 3 clusters Score -34460.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34461.566406 Penalty: 613.279602 Iteration 18Q: 3 clusters Score -34461.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -34462.175781 Penalty: 613.279602 Iteration 19Q: 3 clusters Score -34462.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -34462.175781 Penalty: 613.279602 Iteration 20F: 3 clusters Score -34462.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Entering Unmasked Estep Score: -155939.625000 Penalty: 380.137695 Iteration 0F: 2 clusters Score -155939.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -153001.718750 Penalty: 760.275391 Iteration 0F: 3 clusters Score -153001.7 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -154076.953125 Penalty: 760.275391 Iteration 1F: 3 clusters Score -154077 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -154185.875000 Penalty: 760.275391 Iteration 2F: 3 clusters Score -154185.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -154297.093750 Penalty: 760.275391 Iteration 3F: 3 clusters Score -154297.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -154434.734375 Penalty: 760.275391 Iteration 4Q: 3 clusters Score -154434.7 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -154613.890625 Penalty: 760.275391 Iteration 5F: 3 clusters Score -154613.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -154823.046875 Penalty: 760.275391 Iteration 6F: 3 clusters Score -154823 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -155047.062500 Penalty: 760.275391 Iteration 7F: 3 clusters Score -155047.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -155169.671875 Penalty: 760.275391 Iteration 8Q: 3 clusters Score -155169.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -155234.437500 Penalty: 760.275391 Iteration 9Q: 3 clusters Score -155234.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -155270.906250 Penalty: 760.275391 Iteration 10Q: 3 clusters Score -155270.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -155297.000000 Penalty: 760.275391 Iteration 11Q: 3 clusters Score -155297 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -155325.656250 Penalty: 760.275391 Iteration 12Q: 3 clusters Score -155325.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -155347.703125 Penalty: 760.275391 Iteration 13Q: 3 clusters Score -155347.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -155361.281250 Penalty: 760.275391 Iteration 14Q: 3 clusters Score -155361.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -155373.640625 Penalty: 760.275391 Iteration 15Q: 3 clusters Score -155373.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -155391.421875 Penalty: 760.275391 Iteration 16Q: 3 clusters Score -155391.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -155421.109375 Penalty: 760.275391 Iteration 17Q: 3 clusters Score -155421.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -155456.859375 Penalty: 760.275391 Iteration 18Q: 3 clusters Score -155456.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -155501.765625 Penalty: 760.275391 Iteration 19Q: 3 clusters Score -155501.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -155549.375000 Penalty: 760.275391 Iteration 20F: 3 clusters Score -155549.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -155589.687500 Penalty: 760.275391 Iteration 21Q: 3 clusters Score -155589.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -155621.656250 Penalty: 760.275391 Iteration 22Q: 3 clusters Score -155621.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -155651.593750 Penalty: 760.275391 Iteration 23Q: 3 clusters Score -155651.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -155667.796875 Penalty: 760.275391 Iteration 24Q: 3 clusters Score -155667.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -155680.031250 Penalty: 760.275391 Iteration 25Q: 3 clusters Score -155680 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -155688.921875 Penalty: 760.275391 Iteration 26Q: 3 clusters Score -155688.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -155696.125000 Penalty: 760.275391 Iteration 27Q: 3 clusters Score -155696.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -155703.765625 Penalty: 760.275391 Iteration 28Q: 3 clusters Score -155703.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -155707.781250 Penalty: 760.275391 Iteration 29Q: 3 clusters Score -155707.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -155709.468750 Penalty: 760.275391 Iteration 30Q: 3 clusters Score -155709.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -155711.515625 Penalty: 760.275391 Iteration 31Q: 3 clusters Score -155711.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -155713.203125 Penalty: 760.275391 Iteration 32Q: 3 clusters Score -155713.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -155714.906250 Penalty: 760.275391 Iteration 33Q: 3 clusters Score -155714.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -155715.765625 Penalty: 760.275391 Iteration 34Q: 3 clusters Score -155715.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -155715.750000 Penalty: 760.275391 Iteration 35Q: 3 clusters Score -155715.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -155715.750000 Penalty: 760.275391 Iteration 36F: 3 clusters Score -155715.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -29399.859375 Penalty: 313.891510 Iteration 0F: 2 clusters Score -29399.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -28630.099609 Penalty: 627.783020 Iteration 0F: 3 clusters Score -28630.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -28991.986328 Penalty: 627.783020 Iteration 1F: 3 clusters Score -28991.99 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -29096.630859 Penalty: 627.783020 Iteration 2F: 3 clusters Score -29096.63 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -29135.712891 Penalty: 627.783020 Iteration 3F: 3 clusters Score -29135.71 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -29172.400391 Penalty: 627.783020 Iteration 4Q: 3 clusters Score -29172.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -29209.087891 Penalty: 627.783020 Iteration 5Q: 3 clusters Score -29209.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -29237.847656 Penalty: 627.783020 Iteration 6Q: 3 clusters Score -29237.85 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -29261.208984 Penalty: 627.783020 Iteration 7Q: 3 clusters Score -29261.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -29287.076172 Penalty: 627.783020 Iteration 8Q: 3 clusters Score -29287.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -29307.607422 Penalty: 627.783020 Iteration 9Q: 3 clusters Score -29307.61 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -29323.972656 Penalty: 627.783020 Iteration 10Q: 3 clusters Score -29323.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29332.669922 Penalty: 627.783020 Iteration 11Q: 3 clusters Score -29332.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -29342.833984 Penalty: 627.783020 Iteration 12Q: 3 clusters Score -29342.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -29349.660156 Penalty: 627.783020 Iteration 13Q: 3 clusters Score -29349.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -29351.675781 Penalty: 627.783020 Iteration 14Q: 3 clusters Score -29351.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -29352.183594 Penalty: 627.783020 Iteration 15Q: 3 clusters Score -29352.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -29353.103516 Penalty: 627.783020 Iteration 16Q: 3 clusters Score -29353.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -29353.884766 Penalty: 627.783020 Iteration 17Q: 3 clusters Score -29353.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -29354.375000 Penalty: 627.783020 Iteration 18Q: 3 clusters Score -29354.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -29355.156250 Penalty: 627.783020 Iteration 19Q: 3 clusters Score -29355.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -29355.835938 Penalty: 627.783020 Iteration 20F: 3 clusters Score -29355.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (27115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27115 members Entering Unmasked Estep Score: -1030794.187500 Penalty: 464.456848 Iteration 0F: 2 clusters Score -1030794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -1012769.437500 Penalty: 928.913696 Iteration 0F: 3 clusters Score -1012769 nChanged 12944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 15922 members Entering Unmasked Estep Score: -1021398.562500 Penalty: 928.913696 Iteration 1F: 3 clusters Score -1021399 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -1022787.437500 Penalty: 928.913696 Iteration 2F: 3 clusters Score -1022787 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -1024606.437500 Penalty: 928.913696 Iteration 3F: 3 clusters Score -1024606 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -1026453.125000 Penalty: 928.913696 Iteration 4F: 3 clusters Score -1026453 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -1027907.937500 Penalty: 928.913696 Iteration 5F: 3 clusters Score -1027908 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -1028801.625000 Penalty: 928.913696 Iteration 6Q: 3 clusters Score -1028802 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -1029289.750000 Penalty: 928.913696 Iteration 7Q: 3 clusters Score -1029290 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 22879 members Entering Unmasked Estep Score: -1029556.187500 Penalty: 928.913696 Iteration 8Q: 3 clusters Score -1029556 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 23136 members Entering Unmasked Estep Score: -1029699.437500 Penalty: 928.913696 Iteration 9Q: 3 clusters Score -1029699 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 23342 members Entering Unmasked Estep Score: -1029771.375000 Penalty: 928.913696 Iteration 10Q: 3 clusters Score -1029771 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 23526 members Entering Unmasked Estep Score: -1029832.250000 Penalty: 928.913696 Iteration 11Q: 3 clusters Score -1029832 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -1029882.625000 Penalty: 928.913696 Iteration 12Q: 3 clusters Score -1029883 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -1029928.812500 Penalty: 928.913696 Iteration 13Q: 3 clusters Score -1029929 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 24083 members Entering Unmasked Estep Score: -1029983.375000 Penalty: 928.913696 Iteration 14Q: 3 clusters Score -1029983 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 24248 members Entering Unmasked Estep Score: -1030032.687500 Penalty: 928.913696 Iteration 15Q: 3 clusters Score -1030033 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 24407 members Entering Unmasked Estep Score: -1030074.875000 Penalty: 928.913696 Iteration 16Q: 3 clusters Score -1030075 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 24558 members Entering Unmasked Estep Score: -1030116.062500 Penalty: 928.913696 Iteration 17Q: 3 clusters Score -1030116 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 24726 members Entering Unmasked Estep Score: -1030165.500000 Penalty: 928.913696 Iteration 18Q: 3 clusters Score -1030166 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 24890 members Entering Unmasked Estep Score: -1030223.187500 Penalty: 928.913696 Iteration 19Q: 3 clusters Score -1030223 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 25045 members Entering Unmasked Estep Score: -1030278.125000 Penalty: 928.913696 Iteration 20F: 3 clusters Score -1030278 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 25182 members Entering Unmasked Estep Score: -1030333.125000 Penalty: 928.913696 Iteration 21Q: 3 clusters Score -1030333 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 25308 members Entering Unmasked Estep Score: -1030383.562500 Penalty: 928.913696 Iteration 22Q: 3 clusters Score -1030384 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 25400 members Entering Unmasked Estep Score: -1030409.375000 Penalty: 928.913696 Iteration 23Q: 3 clusters Score -1030409 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 25478 members Entering Unmasked Estep Score: -1030434.375000 Penalty: 928.913696 Iteration 24Q: 3 clusters Score -1030434 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 25559 members Entering Unmasked Estep Score: -1030466.125000 Penalty: 928.913696 Iteration 25Q: 3 clusters Score -1030466 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 25638 members Entering Unmasked Estep Score: -1030491.437500 Penalty: 928.913696 Iteration 26Q: 3 clusters Score -1030491 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 25714 members Entering Unmasked Estep Score: -1030521.875000 Penalty: 928.913696 Iteration 27Q: 3 clusters Score -1030522 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -1030550.937500 Penalty: 928.913696 Iteration 28Q: 3 clusters Score -1030551 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 25838 members Entering Unmasked Estep Score: -1030573.062500 Penalty: 928.913696 Iteration 29Q: 3 clusters Score -1030573 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 25886 members Entering Unmasked Estep Score: -1030594.812500 Penalty: 928.913696 Iteration 30Q: 3 clusters Score -1030595 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 25928 members Entering Unmasked Estep Score: -1030611.625000 Penalty: 928.913696 Iteration 31Q: 3 clusters Score -1030612 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 25966 members Entering Unmasked Estep Score: -1030625.062500 Penalty: 928.913696 Iteration 32Q: 3 clusters Score -1030625 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 25998 members Entering Unmasked Estep Score: -1030636.250000 Penalty: 928.913696 Iteration 33Q: 3 clusters Score -1030636 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 26030 members Entering Unmasked Estep Score: -1030646.750000 Penalty: 928.913696 Iteration 34Q: 3 clusters Score -1030647 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 26052 members Entering Unmasked Estep Score: -1030654.000000 Penalty: 928.913696 Iteration 35Q: 3 clusters Score -1030654 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 26074 members Entering Unmasked Estep Score: -1030657.437500 Penalty: 928.913696 Iteration 36Q: 3 clusters Score -1030657 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -1030661.937500 Penalty: 928.913696 Iteration 37Q: 3 clusters Score -1030662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 26100 members Entering Unmasked Estep Score: -1030663.500000 Penalty: 928.913696 Iteration 38Q: 3 clusters Score -1030664 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 26113 members Entering Unmasked Estep Score: -1030666.187500 Penalty: 928.913696 Iteration 39Q: 3 clusters Score -1030666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 26120 members Entering Unmasked Estep Score: -1030668.562500 Penalty: 928.913696 Iteration 40F: 3 clusters Score -1030669 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 26127 members Entering Unmasked Estep Score: -1030665.937500 Penalty: 928.913696 Iteration 41Q: 3 clusters Score -1030666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 26129 members Entering Unmasked Estep Score: -1030667.062500 Penalty: 928.913696 Iteration 42Q: 3 clusters Score -1030667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 26133 members Entering Unmasked Estep Score: -1030666.750000 Penalty: 928.913696 Iteration 43Q: 3 clusters Score -1030667 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 26136 members Entering Unmasked Estep Score: -1030666.875000 Penalty: 928.913696 Iteration 44Q: 3 clusters Score -1030667 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 26138 members Entering Unmasked Estep Score: -1030666.125000 Penalty: 928.913696 Iteration 45Q: 3 clusters Score -1030666 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 26138 members Entering Unmasked Estep Score: -1030666.125000 Penalty: 928.913696 Iteration 46F: 3 clusters Score -1030666 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Entering Unmasked Estep Score: -2532.025635 Penalty: 209.987976 Iteration 0F: 2 clusters Score -2532.026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2340.791992 Penalty: 419.975952 Iteration 0F: 3 clusters Score -2340.792 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2376.757080 Penalty: 419.975952 Iteration 1F: 3 clusters Score -2376.757 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2398.758545 Penalty: 419.975952 Iteration 2F: 3 clusters Score -2398.759 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2409.143066 Penalty: 419.975952 Iteration 3Q: 3 clusters Score -2409.143 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2411.011963 Penalty: 419.975952 Iteration 4Q: 3 clusters Score -2411.012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2413.634766 Penalty: 419.975952 Iteration 5Q: 3 clusters Score -2413.635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2418.559814 Penalty: 419.975952 Iteration 6Q: 3 clusters Score -2418.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2418.559814 Penalty: 419.975952 Iteration 7F: 3 clusters Score -2418.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (14408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Entering Unmasked Estep Score: -578309.250000 Penalty: 435.687012 Iteration 0F: 2 clusters Score -578309.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -568747.062500 Penalty: 871.374023 Iteration 0F: 3 clusters Score -568747.1 nChanged 6761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -573148.500000 Penalty: 871.374023 Iteration 1F: 3 clusters Score -573148.5 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -573873.000000 Penalty: 871.374023 Iteration 2F: 3 clusters Score -573873 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -574644.812500 Penalty: 871.374023 Iteration 3F: 3 clusters Score -574644.8 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -575434.875000 Penalty: 871.374023 Iteration 4F: 3 clusters Score -575434.9 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -576237.875000 Penalty: 871.374023 Iteration 5F: 3 clusters Score -576237.9 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -576898.437500 Penalty: 871.374023 Iteration 6Q: 3 clusters Score -576898.4 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -577343.125000 Penalty: 871.374023 Iteration 7Q: 3 clusters Score -577343.1 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -577586.000000 Penalty: 871.374023 Iteration 8Q: 3 clusters Score -577586 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -577707.875000 Penalty: 871.374023 Iteration 9Q: 3 clusters Score -577707.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -577772.875000 Penalty: 871.374023 Iteration 10Q: 3 clusters Score -577772.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -577829.000000 Penalty: 871.374023 Iteration 11Q: 3 clusters Score -577829 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -577911.375000 Penalty: 871.374023 Iteration 12Q: 3 clusters Score -577911.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -577970.812500 Penalty: 871.374023 Iteration 13Q: 3 clusters Score -577970.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -578005.000000 Penalty: 871.374023 Iteration 14Q: 3 clusters Score -578005 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -578031.125000 Penalty: 871.374023 Iteration 15Q: 3 clusters Score -578031.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -578049.750000 Penalty: 871.374023 Iteration 16Q: 3 clusters Score -578049.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -578066.937500 Penalty: 871.374023 Iteration 17Q: 3 clusters Score -578066.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -578076.312500 Penalty: 871.374023 Iteration 18Q: 3 clusters Score -578076.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -578082.687500 Penalty: 871.374023 Iteration 19Q: 3 clusters Score -578082.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -578085.687500 Penalty: 871.374023 Iteration 20F: 3 clusters Score -578085.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -578085.687500 Penalty: 871.374023 Iteration 21Q: 3 clusters Score -578085.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -578086.437500 Penalty: 871.374023 Iteration 22Q: 3 clusters Score -578086.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -578087.375000 Penalty: 871.374023 Iteration 23Q: 3 clusters Score -578087.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -578088.125000 Penalty: 871.374023 Iteration 24Q: 3 clusters Score -578088.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -578087.562500 Penalty: 871.374023 Iteration 25Q: 3 clusters Score -578087.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -578087.562500 Penalty: 871.374023 Iteration 26F: 3 clusters Score -578087.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Entering Unmasked Estep Score: -119445.703125 Penalty: 364.289734 Iteration 0F: 2 clusters Score -119445.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -117385.187500 Penalty: 728.579468 Iteration 0F: 3 clusters Score -117385.2 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -118141.968750 Penalty: 728.579468 Iteration 1F: 3 clusters Score -118142 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -118275.765625 Penalty: 728.579468 Iteration 2F: 3 clusters Score -118275.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -118403.054688 Penalty: 728.579468 Iteration 3F: 3 clusters Score -118403.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -118516.242188 Penalty: 728.579468 Iteration 4F: 3 clusters Score -118516.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -118634.226562 Penalty: 728.579468 Iteration 5F: 3 clusters Score -118634.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -118747.406250 Penalty: 728.579468 Iteration 6F: 3 clusters Score -118747.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -118841.601562 Penalty: 728.579468 Iteration 7Q: 3 clusters Score -118841.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -118902.015625 Penalty: 728.579468 Iteration 8Q: 3 clusters Score -118902 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -118939.812500 Penalty: 728.579468 Iteration 9Q: 3 clusters Score -118939.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -118966.945312 Penalty: 728.579468 Iteration 10Q: 3 clusters Score -118966.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -118983.781250 Penalty: 728.579468 Iteration 11Q: 3 clusters Score -118983.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -118998.101562 Penalty: 728.579468 Iteration 12Q: 3 clusters Score -118998.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -119014.164062 Penalty: 728.579468 Iteration 13Q: 3 clusters Score -119014.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -119032.453125 Penalty: 728.579468 Iteration 14Q: 3 clusters Score -119032.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -119047.578125 Penalty: 728.579468 Iteration 15Q: 3 clusters Score -119047.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -119057.523438 Penalty: 728.579468 Iteration 16Q: 3 clusters Score -119057.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -119070.992188 Penalty: 728.579468 Iteration 17Q: 3 clusters Score -119071 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -119082.851562 Penalty: 728.579468 Iteration 18Q: 3 clusters Score -119082.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -119091.328125 Penalty: 728.579468 Iteration 19Q: 3 clusters Score -119091.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -119098.078125 Penalty: 728.579468 Iteration 20F: 3 clusters Score -119098.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -119106.820312 Penalty: 728.579468 Iteration 21Q: 3 clusters Score -119106.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -119116.281250 Penalty: 728.579468 Iteration 22Q: 3 clusters Score -119116.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -119127.843750 Penalty: 728.579468 Iteration 23Q: 3 clusters Score -119127.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -119135.085938 Penalty: 728.579468 Iteration 24Q: 3 clusters Score -119135.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -119139.218750 Penalty: 728.579468 Iteration 25Q: 3 clusters Score -119139.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -119144.773438 Penalty: 728.579468 Iteration 26Q: 3 clusters Score -119144.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -119153.546875 Penalty: 728.579468 Iteration 27Q: 3 clusters Score -119153.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -119163.070312 Penalty: 728.579468 Iteration 28Q: 3 clusters Score -119163.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -119175.156250 Penalty: 728.579468 Iteration 29Q: 3 clusters Score -119175.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -119186.937500 Penalty: 728.579468 Iteration 30Q: 3 clusters Score -119186.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -119202.031250 Penalty: 728.579468 Iteration 31Q: 3 clusters Score -119202 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -119210.906250 Penalty: 728.579468 Iteration 32Q: 3 clusters Score -119210.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -119215.625000 Penalty: 728.579468 Iteration 33Q: 3 clusters Score -119215.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -119220.429688 Penalty: 728.579468 Iteration 34Q: 3 clusters Score -119220.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -119224.812500 Penalty: 728.579468 Iteration 35Q: 3 clusters Score -119224.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -119230.343750 Penalty: 728.579468 Iteration 36Q: 3 clusters Score -119230.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -119235.460938 Penalty: 728.579468 Iteration 37Q: 3 clusters Score -119235.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -119238.023438 Penalty: 728.579468 Iteration 38Q: 3 clusters Score -119238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -119239.773438 Penalty: 728.579468 Iteration 39Q: 3 clusters Score -119239.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -119240.796875 Penalty: 728.579468 Iteration 40F: 3 clusters Score -119240.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -119241.179688 Penalty: 728.579468 Iteration 41Q: 3 clusters Score -119241.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -119241.375000 Penalty: 728.579468 Iteration 42Q: 3 clusters Score -119241.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -119242.085938 Penalty: 728.579468 Iteration 43Q: 3 clusters Score -119242.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -119242.085938 Penalty: 728.579468 Iteration 44F: 3 clusters Score -119242.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Entering Unmasked Estep Score: -52377.703125 Penalty: 332.477692 Iteration 0F: 2 clusters Score -52377.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -51272.460938 Penalty: 664.955383 Iteration 0F: 3 clusters Score -51272.46 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -51721.585938 Penalty: 664.955383 Iteration 1F: 3 clusters Score -51721.59 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -51848.406250 Penalty: 664.955383 Iteration 2F: 3 clusters Score -51848.41 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -51925.160156 Penalty: 664.955383 Iteration 3F: 3 clusters Score -51925.16 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -51995.304688 Penalty: 664.955383 Iteration 4Q: 3 clusters Score -51995.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -52072.949219 Penalty: 664.955383 Iteration 5F: 3 clusters Score -52072.95 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -52125.703125 Penalty: 664.955383 Iteration 6Q: 3 clusters Score -52125.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -52150.777344 Penalty: 664.955383 Iteration 7Q: 3 clusters Score -52150.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -52160.007812 Penalty: 664.955383 Iteration 8Q: 3 clusters Score -52160.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -52166.250000 Penalty: 664.955383 Iteration 9Q: 3 clusters Score -52166.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -52169.539062 Penalty: 664.955383 Iteration 10Q: 3 clusters Score -52169.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -52172.109375 Penalty: 664.955383 Iteration 11Q: 3 clusters Score -52172.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -52173.125000 Penalty: 664.955383 Iteration 12Q: 3 clusters Score -52173.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -52173.585938 Penalty: 664.955383 Iteration 13Q: 3 clusters Score -52173.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -52173.585938 Penalty: 664.955383 Iteration 14F: 3 clusters Score -52173.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Entering Unmasked Estep Score: -185225.125000 Penalty: 386.548004 Iteration 0F: 2 clusters Score -185225.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -181831.046875 Penalty: 773.096008 Iteration 0F: 3 clusters Score -181831 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -183247.250000 Penalty: 773.096008 Iteration 1F: 3 clusters Score -183247.2 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -183632.390625 Penalty: 773.096008 Iteration 2F: 3 clusters Score -183632.4 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -184057.203125 Penalty: 773.096008 Iteration 3F: 3 clusters Score -184057.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -184340.390625 Penalty: 773.096008 Iteration 4F: 3 clusters Score -184340.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -184468.953125 Penalty: 773.096008 Iteration 5F: 3 clusters Score -184469 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -184554.640625 Penalty: 773.096008 Iteration 6Q: 3 clusters Score -184554.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -184622.437500 Penalty: 773.096008 Iteration 7Q: 3 clusters Score -184622.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -184669.859375 Penalty: 773.096008 Iteration 8Q: 3 clusters Score -184669.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -184699.359375 Penalty: 773.096008 Iteration 9Q: 3 clusters Score -184699.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -184709.000000 Penalty: 773.096008 Iteration 10Q: 3 clusters Score -184709 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -184717.515625 Penalty: 773.096008 Iteration 11Q: 3 clusters Score -184717.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -184727.390625 Penalty: 773.096008 Iteration 12Q: 3 clusters Score -184727.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -184735.406250 Penalty: 773.096008 Iteration 13Q: 3 clusters Score -184735.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -184739.468750 Penalty: 773.096008 Iteration 14Q: 3 clusters Score -184739.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -184741.156250 Penalty: 773.096008 Iteration 15Q: 3 clusters Score -184741.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -184741.671875 Penalty: 773.096008 Iteration 16Q: 3 clusters Score -184741.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -184743.187500 Penalty: 773.096008 Iteration 17Q: 3 clusters Score -184743.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -184745.000000 Penalty: 773.096008 Iteration 18Q: 3 clusters Score -184745 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -184747.218750 Penalty: 773.096008 Iteration 19Q: 3 clusters Score -184747.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -184748.312500 Penalty: 773.096008 Iteration 20F: 3 clusters Score -184748.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -184748.734375 Penalty: 773.096008 Iteration 21Q: 3 clusters Score -184748.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -184749.656250 Penalty: 773.096008 Iteration 22Q: 3 clusters Score -184749.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -184750.515625 Penalty: 773.096008 Iteration 23Q: 3 clusters Score -184750.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -184751.750000 Penalty: 773.096008 Iteration 24Q: 3 clusters Score -184751.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -184753.484375 Penalty: 773.096008 Iteration 25Q: 3 clusters Score -184753.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -184756.312500 Penalty: 773.096008 Iteration 26Q: 3 clusters Score -184756.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -184757.953125 Penalty: 773.096008 Iteration 27Q: 3 clusters Score -184758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -184759.453125 Penalty: 773.096008 Iteration 28Q: 3 clusters Score -184759.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -184760.953125 Penalty: 773.096008 Iteration 29Q: 3 clusters Score -184761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -184762.125000 Penalty: 773.096008 Iteration 30Q: 3 clusters Score -184762.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -184763.421875 Penalty: 773.096008 Iteration 31Q: 3 clusters Score -184763.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -184764.687500 Penalty: 773.096008 Iteration 32Q: 3 clusters Score -184764.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -184765.578125 Penalty: 773.096008 Iteration 33Q: 3 clusters Score -184765.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -184766.640625 Penalty: 773.096008 Iteration 34Q: 3 clusters Score -184766.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -184767.718750 Penalty: 773.096008 Iteration 35Q: 3 clusters Score -184767.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -184769.015625 Penalty: 773.096008 Iteration 36Q: 3 clusters Score -184769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -184770.859375 Penalty: 773.096008 Iteration 37Q: 3 clusters Score -184770.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -184772.343750 Penalty: 773.096008 Iteration 38Q: 3 clusters Score -184772.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -184774.562500 Penalty: 773.096008 Iteration 39Q: 3 clusters Score -184774.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -184776.109375 Penalty: 773.096008 Iteration 40F: 3 clusters Score -184776.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -184778.125000 Penalty: 773.096008 Iteration 41Q: 3 clusters Score -184778.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -184782.250000 Penalty: 773.096008 Iteration 42Q: 3 clusters Score -184782.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -184790.312500 Penalty: 773.096008 Iteration 43Q: 3 clusters Score -184790.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -184799.500000 Penalty: 773.096008 Iteration 44Q: 3 clusters Score -184799.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -184808.218750 Penalty: 773.096008 Iteration 45Q: 3 clusters Score -184808.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -184815.328125 Penalty: 773.096008 Iteration 46Q: 3 clusters Score -184815.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -184824.390625 Penalty: 773.096008 Iteration 47Q: 3 clusters Score -184824.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -184831.984375 Penalty: 773.096008 Iteration 48Q: 3 clusters Score -184832 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -184838.796875 Penalty: 773.096008 Iteration 49Q: 3 clusters Score -184838.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -184844.281250 Penalty: 773.096008 Iteration 50Q: 3 clusters Score -184844.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -184848.265625 Penalty: 773.096008 Iteration 51Q: 3 clusters Score -184848.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -184852.281250 Penalty: 773.096008 Iteration 52Q: 3 clusters Score -184852.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -184857.734375 Penalty: 773.096008 Iteration 53Q: 3 clusters Score -184857.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -184866.531250 Penalty: 773.096008 Iteration 54Q: 3 clusters Score -184866.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -184880.468750 Penalty: 773.096008 Iteration 55Q: 3 clusters Score -184880.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -184938.812500 Penalty: 773.096008 Iteration 56Q: 3 clusters Score -184938.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -185018.406250 Penalty: 773.096008 Iteration 57Q: 3 clusters Score -185018.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -185047.937500 Penalty: 773.096008 Iteration 58Q: 3 clusters Score -185047.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -185058.640625 Penalty: 773.096008 Iteration 59Q: 3 clusters Score -185058.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -185063.578125 Penalty: 773.096008 Iteration 60F: 3 clusters Score -185063.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -185069.343750 Penalty: 773.096008 Iteration 61Q: 3 clusters Score -185069.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -185074.218750 Penalty: 773.096008 Iteration 62Q: 3 clusters Score -185074.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -185077.375000 Penalty: 773.096008 Iteration 63Q: 3 clusters Score -185077.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -185079.750000 Penalty: 773.096008 Iteration 64Q: 3 clusters Score -185079.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -185080.875000 Penalty: 773.096008 Iteration 65Q: 3 clusters Score -185080.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -185081.718750 Penalty: 773.096008 Iteration 66Q: 3 clusters Score -185081.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -185082.375000 Penalty: 773.096008 Iteration 67Q: 3 clusters Score -185082.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -185083.156250 Penalty: 773.096008 Iteration 68Q: 3 clusters Score -185083.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -185083.046875 Penalty: 773.096008 Iteration 69Q: 3 clusters Score -185083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -185083.203125 Penalty: 773.096008 Iteration 70Q: 3 clusters Score -185083.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -185084.109375 Penalty: 773.096008 Iteration 71Q: 3 clusters Score -185084.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -185084.031250 Penalty: 773.096008 Iteration 72Q: 3 clusters Score -185084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -185083.828125 Penalty: 773.096008 Iteration 73Q: 3 clusters Score -185083.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -185083.906250 Penalty: 773.096008 Iteration 74Q: 3 clusters Score -185083.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -185083.875000 Penalty: 773.096008 Iteration 75Q: 3 clusters Score -185083.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -185083.890625 Penalty: 773.096008 Iteration 76Q: 3 clusters Score -185083.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -185084.812500 Penalty: 773.096008 Iteration 77Q: 3 clusters Score -185084.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -185085.406250 Penalty: 773.096008 Iteration 78Q: 3 clusters Score -185085.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -185085.937500 Penalty: 773.096008 Iteration 79Q: 3 clusters Score -185085.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -185086.187500 Penalty: 773.096008 Iteration 80F: 3 clusters Score -185086.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -185086.109375 Penalty: 773.096008 Iteration 81Q: 3 clusters Score -185086.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -185086.593750 Penalty: 773.096008 Iteration 82Q: 3 clusters Score -185086.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -185087.015625 Penalty: 773.096008 Iteration 83Q: 3 clusters Score -185087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -185087.250000 Penalty: 773.096008 Iteration 84Q: 3 clusters Score -185087.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -185087.250000 Penalty: 773.096008 Iteration 85F: 3 clusters Score -185087.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Entering Unmasked Estep Score: -69809.625000 Penalty: 338.952179 Iteration 0F: 2 clusters Score -69809.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -68546.835938 Penalty: 677.904358 Iteration 0F: 3 clusters Score -68546.84 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -68988.765625 Penalty: 677.904358 Iteration 1F: 3 clusters Score -68988.77 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -69082.218750 Penalty: 677.904358 Iteration 2F: 3 clusters Score -69082.22 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -69141.398438 Penalty: 677.904358 Iteration 3F: 3 clusters Score -69141.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -69198.578125 Penalty: 677.904358 Iteration 4F: 3 clusters Score -69198.58 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -69235.437500 Penalty: 677.904358 Iteration 5Q: 3 clusters Score -69235.44 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -69253.632812 Penalty: 677.904358 Iteration 6Q: 3 clusters Score -69253.63 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -69269.695312 Penalty: 677.904358 Iteration 7Q: 3 clusters Score -69269.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -69285.164062 Penalty: 677.904358 Iteration 8Q: 3 clusters Score -69285.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -69298.773438 Penalty: 677.904358 Iteration 9Q: 3 clusters Score -69298.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -69314.226562 Penalty: 677.904358 Iteration 10Q: 3 clusters Score -69314.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -69321.531250 Penalty: 677.904358 Iteration 11Q: 3 clusters Score -69321.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -69324.484375 Penalty: 677.904358 Iteration 12Q: 3 clusters Score -69324.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -69328.007812 Penalty: 677.904358 Iteration 13Q: 3 clusters Score -69328.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -69332.601562 Penalty: 677.904358 Iteration 14Q: 3 clusters Score -69332.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -69341.273438 Penalty: 677.904358 Iteration 15Q: 3 clusters Score -69341.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -69345.695312 Penalty: 677.904358 Iteration 16Q: 3 clusters Score -69345.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -69349.734375 Penalty: 677.904358 Iteration 17Q: 3 clusters Score -69349.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -69352.695312 Penalty: 677.904358 Iteration 18Q: 3 clusters Score -69352.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -69355.476562 Penalty: 677.904358 Iteration 19Q: 3 clusters Score -69355.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -69359.140625 Penalty: 677.904358 Iteration 20F: 3 clusters Score -69359.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -69360.195312 Penalty: 677.904358 Iteration 21Q: 3 clusters Score -69360.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -69360.898438 Penalty: 677.904358 Iteration 22Q: 3 clusters Score -69360.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -69363.109375 Penalty: 677.904358 Iteration 23Q: 3 clusters Score -69363.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -69365.101562 Penalty: 677.904358 Iteration 24Q: 3 clusters Score -69365.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -69367.156250 Penalty: 677.904358 Iteration 25Q: 3 clusters Score -69367.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -69368.531250 Penalty: 677.904358 Iteration 26Q: 3 clusters Score -69368.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -69368.843750 Penalty: 677.904358 Iteration 27Q: 3 clusters Score -69368.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -69369.953125 Penalty: 677.904358 Iteration 28Q: 3 clusters Score -69369.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -69370.351562 Penalty: 677.904358 Iteration 29Q: 3 clusters Score -69370.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -69370.500000 Penalty: 677.904358 Iteration 30Q: 3 clusters Score -69370.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -69370.789062 Penalty: 677.904358 Iteration 31Q: 3 clusters Score -69370.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -69373.070312 Penalty: 677.904358 Iteration 32Q: 3 clusters Score -69373.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -69377.203125 Penalty: 677.904358 Iteration 33Q: 3 clusters Score -69377.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -69379.773438 Penalty: 677.904358 Iteration 34Q: 3 clusters Score -69379.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -69383.539062 Penalty: 677.904358 Iteration 35Q: 3 clusters Score -69383.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -69387.656250 Penalty: 677.904358 Iteration 36Q: 3 clusters Score -69387.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -69392.125000 Penalty: 677.904358 Iteration 37Q: 3 clusters Score -69392.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -69395.679688 Penalty: 677.904358 Iteration 38Q: 3 clusters Score -69395.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -69402.882812 Penalty: 677.904358 Iteration 39Q: 3 clusters Score -69402.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -69410.351562 Penalty: 677.904358 Iteration 40F: 3 clusters Score -69410.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -69420.226562 Penalty: 677.904358 Iteration 41Q: 3 clusters Score -69420.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -69429.125000 Penalty: 677.904358 Iteration 42Q: 3 clusters Score -69429.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -69432.234375 Penalty: 677.904358 Iteration 43Q: 3 clusters Score -69432.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -69434.382812 Penalty: 677.904358 Iteration 44Q: 3 clusters Score -69434.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -69437.421875 Penalty: 677.904358 Iteration 45Q: 3 clusters Score -69437.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -69440.656250 Penalty: 677.904358 Iteration 46Q: 3 clusters Score -69440.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -69442.671875 Penalty: 677.904358 Iteration 47Q: 3 clusters Score -69442.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -69443.835938 Penalty: 677.904358 Iteration 48Q: 3 clusters Score -69443.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -69445.226562 Penalty: 677.904358 Iteration 49Q: 3 clusters Score -69445.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -69446.242188 Penalty: 677.904358 Iteration 50Q: 3 clusters Score -69446.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -69447.765625 Penalty: 677.904358 Iteration 51Q: 3 clusters Score -69447.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -69448.070312 Penalty: 677.904358 Iteration 52Q: 3 clusters Score -69448.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -69448.351562 Penalty: 677.904358 Iteration 53Q: 3 clusters Score -69448.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -69448.500000 Penalty: 677.904358 Iteration 54Q: 3 clusters Score -69448.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -69448.500000 Penalty: 677.904358 Iteration 55F: 3 clusters Score -69448.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (6847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Entering Unmasked Estep Score: -260275.562500 Penalty: 401.836243 Iteration 0F: 2 clusters Score -260275.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -255765.609375 Penalty: 803.672485 Iteration 0F: 3 clusters Score -255765.6 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -257605.203125 Penalty: 803.672485 Iteration 1F: 3 clusters Score -257605.2 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -257798.015625 Penalty: 803.672485 Iteration 2F: 3 clusters Score -257798 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -257994.875000 Penalty: 803.672485 Iteration 3F: 3 clusters Score -257994.9 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -258196.781250 Penalty: 803.672485 Iteration 4F: 3 clusters Score -258196.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -258355.078125 Penalty: 803.672485 Iteration 5Q: 3 clusters Score -258355.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -258495.062500 Penalty: 803.672485 Iteration 6Q: 3 clusters Score -258495.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -258631.062500 Penalty: 803.672485 Iteration 7Q: 3 clusters Score -258631.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -258778.343750 Penalty: 803.672485 Iteration 8Q: 3 clusters Score -258778.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -258898.750000 Penalty: 803.672485 Iteration 9Q: 3 clusters Score -258898.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -259001.015625 Penalty: 803.672485 Iteration 10Q: 3 clusters Score -259001 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -259080.828125 Penalty: 803.672485 Iteration 11Q: 3 clusters Score -259080.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -259153.390625 Penalty: 803.672485 Iteration 12Q: 3 clusters Score -259153.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -259208.140625 Penalty: 803.672485 Iteration 13Q: 3 clusters Score -259208.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -259251.000000 Penalty: 803.672485 Iteration 14Q: 3 clusters Score -259251 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -259291.218750 Penalty: 803.672485 Iteration 15Q: 3 clusters Score -259291.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -259326.250000 Penalty: 803.672485 Iteration 16Q: 3 clusters Score -259326.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -259364.968750 Penalty: 803.672485 Iteration 17Q: 3 clusters Score -259365 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -259404.390625 Penalty: 803.672485 Iteration 18Q: 3 clusters Score -259404.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -259448.812500 Penalty: 803.672485 Iteration 19Q: 3 clusters Score -259448.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -259479.968750 Penalty: 803.672485 Iteration 20F: 3 clusters Score -259480 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -259517.921875 Penalty: 803.672485 Iteration 21Q: 3 clusters Score -259517.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -259558.296875 Penalty: 803.672485 Iteration 22Q: 3 clusters Score -259558.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -259601.000000 Penalty: 803.672485 Iteration 23Q: 3 clusters Score -259601 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -259648.218750 Penalty: 803.672485 Iteration 24Q: 3 clusters Score -259648.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -259690.359375 Penalty: 803.672485 Iteration 25Q: 3 clusters Score -259690.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -259729.812500 Penalty: 803.672485 Iteration 26Q: 3 clusters Score -259729.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -259764.750000 Penalty: 803.672485 Iteration 27Q: 3 clusters Score -259764.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -259791.031250 Penalty: 803.672485 Iteration 28Q: 3 clusters Score -259791 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -259818.828125 Penalty: 803.672485 Iteration 29Q: 3 clusters Score -259818.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -259848.203125 Penalty: 803.672485 Iteration 30Q: 3 clusters Score -259848.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -259865.406250 Penalty: 803.672485 Iteration 31Q: 3 clusters Score -259865.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -259881.078125 Penalty: 803.672485 Iteration 32Q: 3 clusters Score -259881.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -259894.656250 Penalty: 803.672485 Iteration 33Q: 3 clusters Score -259894.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -259906.781250 Penalty: 803.672485 Iteration 34Q: 3 clusters Score -259906.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -259917.171875 Penalty: 803.672485 Iteration 35Q: 3 clusters Score -259917.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -259935.437500 Penalty: 803.672485 Iteration 36Q: 3 clusters Score -259935.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -259948.718750 Penalty: 803.672485 Iteration 37Q: 3 clusters Score -259948.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -259956.218750 Penalty: 803.672485 Iteration 38Q: 3 clusters Score -259956.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -259957.546875 Penalty: 803.672485 Iteration 39Q: 3 clusters Score -259957.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -259959.546875 Penalty: 803.672485 Iteration 40F: 3 clusters Score -259959.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -259961.390625 Penalty: 803.672485 Iteration 41Q: 3 clusters Score -259961.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -259962.984375 Penalty: 803.672485 Iteration 42Q: 3 clusters Score -259963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -259963.109375 Penalty: 803.672485 Iteration 43Q: 3 clusters Score -259963.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -259963.109375 Penalty: 803.672485 Iteration 44F: 3 clusters Score -259963.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (9599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Entering Unmasked Estep Score: -320042.531250 Penalty: 417.208374 Iteration 0F: 2 clusters Score -320042.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -313616.250000 Penalty: 834.416748 Iteration 0F: 3 clusters Score -313616.2 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -316823.562500 Penalty: 834.416748 Iteration 1F: 3 clusters Score -316823.6 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -317595.906250 Penalty: 834.416748 Iteration 2F: 3 clusters Score -317595.9 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -318227.468750 Penalty: 834.416748 Iteration 3F: 3 clusters Score -318227.5 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -318576.843750 Penalty: 834.416748 Iteration 4F: 3 clusters Score -318576.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -318772.343750 Penalty: 834.416748 Iteration 5Q: 3 clusters Score -318772.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -318909.000000 Penalty: 834.416748 Iteration 6Q: 3 clusters Score -318909 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -319045.375000 Penalty: 834.416748 Iteration 7Q: 3 clusters Score -319045.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -319211.312500 Penalty: 834.416748 Iteration 8Q: 3 clusters Score -319211.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -319381.281250 Penalty: 834.416748 Iteration 9Q: 3 clusters Score -319381.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -319521.687500 Penalty: 834.416748 Iteration 10Q: 3 clusters Score -319521.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -319633.531250 Penalty: 834.416748 Iteration 11Q: 3 clusters Score -319633.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -319701.343750 Penalty: 834.416748 Iteration 12Q: 3 clusters Score -319701.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -319740.375000 Penalty: 834.416748 Iteration 13Q: 3 clusters Score -319740.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -319779.093750 Penalty: 834.416748 Iteration 14Q: 3 clusters Score -319779.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -319809.531250 Penalty: 834.416748 Iteration 15Q: 3 clusters Score -319809.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -319832.437500 Penalty: 834.416748 Iteration 16Q: 3 clusters Score -319832.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -319851.687500 Penalty: 834.416748 Iteration 17Q: 3 clusters Score -319851.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -319868.250000 Penalty: 834.416748 Iteration 18Q: 3 clusters Score -319868.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -319877.062500 Penalty: 834.416748 Iteration 19Q: 3 clusters Score -319877.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -319883.968750 Penalty: 834.416748 Iteration 20F: 3 clusters Score -319884 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -319887.093750 Penalty: 834.416748 Iteration 21Q: 3 clusters Score -319887.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -319889.031250 Penalty: 834.416748 Iteration 22Q: 3 clusters Score -319889 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -319889.593750 Penalty: 834.416748 Iteration 23Q: 3 clusters Score -319889.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -319890.625000 Penalty: 834.416748 Iteration 24Q: 3 clusters Score -319890.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -319892.343750 Penalty: 834.416748 Iteration 25Q: 3 clusters Score -319892.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -319891.843750 Penalty: 834.416748 Iteration 26Q: 3 clusters Score -319891.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -319892.093750 Penalty: 834.416748 Iteration 27Q: 3 clusters Score -319892.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -319894.625000 Penalty: 834.416748 Iteration 28Q: 3 clusters Score -319894.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -319894.687500 Penalty: 834.416748 Iteration 29Q: 3 clusters Score -319894.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -319894.906250 Penalty: 834.416748 Iteration 30Q: 3 clusters Score -319894.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -319895.875000 Penalty: 834.416748 Iteration 31Q: 3 clusters Score -319895.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -319895.312500 Penalty: 834.416748 Iteration 32Q: 3 clusters Score -319895.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -319896.031250 Penalty: 834.416748 Iteration 33Q: 3 clusters Score -319896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -319897.031250 Penalty: 834.416748 Iteration 34Q: 3 clusters Score -319897 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -319896.687500 Penalty: 834.416748 Iteration 35Q: 3 clusters Score -319896.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -319898.187500 Penalty: 834.416748 Iteration 36Q: 3 clusters Score -319898.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -319898.968750 Penalty: 834.416748 Iteration 37Q: 3 clusters Score -319899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -319899.468750 Penalty: 834.416748 Iteration 38Q: 3 clusters Score -319899.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -319900.000000 Penalty: 834.416748 Iteration 39Q: 3 clusters Score -319900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -319899.781250 Penalty: 834.416748 Iteration 40F: 3 clusters Score -319899.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -319900.093750 Penalty: 834.416748 Iteration 41Q: 3 clusters Score -319900.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -319899.500000 Penalty: 834.416748 Iteration 42Q: 3 clusters Score -319899.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -319899.750000 Penalty: 834.416748 Iteration 43Q: 3 clusters Score -319899.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -319899.875000 Penalty: 834.416748 Iteration 44Q: 3 clusters Score -319899.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -319900.500000 Penalty: 834.416748 Iteration 45Q: 3 clusters Score -319900.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -319900.500000 Penalty: 834.416748 Iteration 46F: 3 clusters Score -319900.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -3201.643799 Penalty: 224.844727 Iteration 0F: 2 clusters Score -3201.644 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -2989.729004 Penalty: 449.689453 Iteration 0F: 3 clusters Score -2989.729 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3136.167480 Penalty: 449.689453 Iteration 1F: 3 clusters Score -3136.167 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3168.700684 Penalty: 449.689453 Iteration 2F: 3 clusters Score -3168.701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3169.499512 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -3169.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3173.813721 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -3173.814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3175.516602 Penalty: 449.689453 Iteration 5Q: 3 clusters Score -3175.517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3175.516602 Penalty: 449.689453 Iteration 6F: 3 clusters Score -3175.517 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -18418.857422 Penalty: 278.473541 Iteration 0F: 2 clusters Score -18418.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -17961.972656 Penalty: 556.947083 Iteration 0F: 3 clusters Score -17961.97 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -18079.263672 Penalty: 556.947083 Iteration 1F: 3 clusters Score -18079.26 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -18111.753906 Penalty: 556.947083 Iteration 2F: 3 clusters Score -18111.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18137.328125 Penalty: 556.947083 Iteration 3Q: 3 clusters Score -18137.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18168.039062 Penalty: 556.947083 Iteration 4F: 3 clusters Score -18168.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18192.650391 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -18192.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -18203.476562 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -18203.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -18216.513672 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -18216.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -18234.595703 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -18234.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -18249.486328 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -18249.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -18258.302734 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -18258.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18271.650391 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -18271.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -18288.773438 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -18288.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18296.240234 Penalty: 556.947083 Iteration 13Q: 3 clusters Score -18296.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18302.806641 Penalty: 556.947083 Iteration 14Q: 3 clusters Score -18302.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18308.296875 Penalty: 556.947083 Iteration 15Q: 3 clusters Score -18308.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -18317.228516 Penalty: 556.947083 Iteration 16Q: 3 clusters Score -18317.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18319.716797 Penalty: 556.947083 Iteration 17Q: 3 clusters Score -18319.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18321.972656 Penalty: 556.947083 Iteration 18Q: 3 clusters Score -18321.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18325.189453 Penalty: 556.947083 Iteration 19Q: 3 clusters Score -18325.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -18327.644531 Penalty: 556.947083 Iteration 20F: 3 clusters Score -18327.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -7814.981934 Penalty: 251.408112 Iteration 0F: 2 clusters Score -7814.982 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 117 members Entering Unmasked Estep Score: -7480.169434 Penalty: 502.816223 Iteration 0F: 3 clusters Score -7480.169 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7569.232910 Penalty: 502.816223 Iteration 1F: 3 clusters Score -7569.233 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7595.278809 Penalty: 502.816223 Iteration 2F: 3 clusters Score -7595.279 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7600.281738 Penalty: 502.816223 Iteration 3Q: 3 clusters Score -7600.282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7606.896973 Penalty: 502.816223 Iteration 4Q: 3 clusters Score -7606.897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7611.022461 Penalty: 502.816223 Iteration 5Q: 3 clusters Score -7611.022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7613.187988 Penalty: 502.816223 Iteration 6Q: 3 clusters Score -7613.188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7613.722656 Penalty: 502.816223 Iteration 7Q: 3 clusters Score -7613.723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7613.722656 Penalty: 502.816223 Iteration 8F: 3 clusters Score -7613.723 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Entering Unmasked Estep Score: -24398.470703 Penalty: 290.755951 Iteration 0F: 2 clusters Score -24398.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -23864.408203 Penalty: 581.511902 Iteration 0F: 3 clusters Score -23864.41 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -24019.099609 Penalty: 581.511902 Iteration 1F: 3 clusters Score -24019.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -24046.257812 Penalty: 581.511902 Iteration 2F: 3 clusters Score -24046.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -24061.681641 Penalty: 581.511902 Iteration 3Q: 3 clusters Score -24061.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -24073.574219 Penalty: 581.511902 Iteration 4Q: 3 clusters Score -24073.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -24085.564453 Penalty: 581.511902 Iteration 5Q: 3 clusters Score -24085.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -24104.222656 Penalty: 581.511902 Iteration 6Q: 3 clusters Score -24104.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -24117.513672 Penalty: 581.511902 Iteration 7Q: 3 clusters Score -24117.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -24126.154297 Penalty: 581.511902 Iteration 8Q: 3 clusters Score -24126.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -24130.775391 Penalty: 581.511902 Iteration 9Q: 3 clusters Score -24130.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -24132.919922 Penalty: 581.511902 Iteration 10Q: 3 clusters Score -24132.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -24137.373047 Penalty: 581.511902 Iteration 11Q: 3 clusters Score -24137.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -24140.794922 Penalty: 581.511902 Iteration 12Q: 3 clusters Score -24140.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -24150.742188 Penalty: 581.511902 Iteration 13Q: 3 clusters Score -24150.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -24156.871094 Penalty: 581.511902 Iteration 14Q: 3 clusters Score -24156.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -24164.273438 Penalty: 581.511902 Iteration 15Q: 3 clusters Score -24164.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -24169.652344 Penalty: 581.511902 Iteration 16Q: 3 clusters Score -24169.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -24179.714844 Penalty: 581.511902 Iteration 17Q: 3 clusters Score -24179.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -24192.298828 Penalty: 581.511902 Iteration 18Q: 3 clusters Score -24192.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -24200.605469 Penalty: 581.511902 Iteration 19Q: 3 clusters Score -24200.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -24203.134766 Penalty: 581.511902 Iteration 20F: 3 clusters Score -24203.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -24205.353516 Penalty: 581.511902 Iteration 21Q: 3 clusters Score -24205.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -24205.568359 Penalty: 581.511902 Iteration 22Q: 3 clusters Score -24205.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -24205.568359 Penalty: 581.511902 Iteration 23F: 3 clusters Score -24205.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -15717.383789 Penalty: 278.871796 Iteration 0F: 2 clusters Score -15717.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15264.700195 Penalty: 557.743591 Iteration 0F: 3 clusters Score -15264.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -15359.790039 Penalty: 557.743591 Iteration 1F: 3 clusters Score -15359.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -15384.575195 Penalty: 557.743591 Iteration 2F: 3 clusters Score -15384.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15397.129883 Penalty: 557.743591 Iteration 3Q: 3 clusters Score -15397.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15406.522461 Penalty: 557.743591 Iteration 4Q: 3 clusters Score -15406.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15414.542969 Penalty: 557.743591 Iteration 5Q: 3 clusters Score -15414.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15423.585938 Penalty: 557.743591 Iteration 6Q: 3 clusters Score -15423.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15428.554688 Penalty: 557.743591 Iteration 7Q: 3 clusters Score -15428.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15432.713867 Penalty: 557.743591 Iteration 8Q: 3 clusters Score -15432.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15438.125977 Penalty: 557.743591 Iteration 9Q: 3 clusters Score -15438.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15442.309570 Penalty: 557.743591 Iteration 10Q: 3 clusters Score -15442.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15442.309570 Penalty: 557.743591 Iteration 11F: 3 clusters Score -15442.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (7466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Entering Unmasked Estep Score: -296541.468750 Penalty: 405.774231 Iteration 0F: 2 clusters Score -296541.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -291650.562500 Penalty: 811.548462 Iteration 0F: 3 clusters Score -291650.6 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -293461.937500 Penalty: 811.548462 Iteration 1F: 3 clusters Score -293461.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -293571.812500 Penalty: 811.548462 Iteration 2Q: 3 clusters Score -293571.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -293691.687500 Penalty: 811.548462 Iteration 3Q: 3 clusters Score -293691.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -293818.312500 Penalty: 811.548462 Iteration 4Q: 3 clusters Score -293818.3 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -293999.125000 Penalty: 811.548462 Iteration 5Q: 3 clusters Score -293999.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -294274.781250 Penalty: 811.548462 Iteration 6F: 3 clusters Score -294274.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -294619.687500 Penalty: 811.548462 Iteration 7F: 3 clusters Score -294619.7 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -295010.281250 Penalty: 811.548462 Iteration 8F: 3 clusters Score -295010.3 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -295364.093750 Penalty: 811.548462 Iteration 9F: 3 clusters Score -295364.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -295597.687500 Penalty: 811.548462 Iteration 10Q: 3 clusters Score -295597.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -295746.812500 Penalty: 811.548462 Iteration 11Q: 3 clusters Score -295746.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -295861.000000 Penalty: 811.548462 Iteration 12Q: 3 clusters Score -295861 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -295951.437500 Penalty: 811.548462 Iteration 13Q: 3 clusters Score -295951.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -296014.687500 Penalty: 811.548462 Iteration 14Q: 3 clusters Score -296014.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -296066.437500 Penalty: 811.548462 Iteration 15Q: 3 clusters Score -296066.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -296121.125000 Penalty: 811.548462 Iteration 16Q: 3 clusters Score -296121.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -296151.375000 Penalty: 811.548462 Iteration 17Q: 3 clusters Score -296151.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -296165.906250 Penalty: 811.548462 Iteration 18Q: 3 clusters Score -296165.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -296170.656250 Penalty: 811.548462 Iteration 19Q: 3 clusters Score -296170.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -296173.093750 Penalty: 811.548462 Iteration 20F: 3 clusters Score -296173.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -296174.968750 Penalty: 811.548462 Iteration 21Q: 3 clusters Score -296175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -296175.406250 Penalty: 811.548462 Iteration 22Q: 3 clusters Score -296175.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -296177.250000 Penalty: 811.548462 Iteration 23Q: 3 clusters Score -296177.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -296177.718750 Penalty: 811.548462 Iteration 24Q: 3 clusters Score -296177.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -296177.718750 Penalty: 811.548462 Iteration 25F: 3 clusters Score -296177.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18629 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 88492 members Mstep: Class 8 contains 3154 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34743 members Mstep: Class 11 contains 9481 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2101 members Mstep: Class 14 contains 10954 members Mstep: Class 15 contains 357 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8351 members Mstep: Class 20 contains 3302 members Mstep: Class 21 contains 2169 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4250 members Mstep: Class 25 contains 991 members Mstep: Class 26 contains 27115 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14408 members Mstep: Class 29 contains 3000 members Mstep: Class 30 contains 1491 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9599 members Mstep: Class 35 contains 140 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7466 members Entering Unmasked Estep ConsiderDeletion Score: -14468168.000000 Penalty: 24621.531250 Iteration 159Q: 43 clusters Score -1.446817e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1089 members Mstep: Class 3 contains 7204 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18725 members Mstep: Class 6 contains 1956 members Mstep: Class 7 contains 88501 members Mstep: Class 8 contains 3166 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 34771 members Mstep: Class 11 contains 9490 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2239 members Mstep: Class 14 contains 10976 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8387 members Mstep: Class 20 contains 3285 members Mstep: Class 21 contains 2171 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4248 members Mstep: Class 25 contains 990 members Mstep: Class 26 contains 27108 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14452 members Mstep: Class 29 contains 3003 members Mstep: Class 30 contains 1443 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1719 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9624 members Mstep: Class 35 contains 134 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 459 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 54418 members Mstep: Class 42 contains 525 members Entering Unmasked Estep ConsiderDeletion Score: -14468455.000000 Penalty: 24621.531250 Iteration 160F: 43 clusters Score -1.446846e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1087 members Mstep: Class 3 contains 7199 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18604 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88501 members Mstep: Class 8 contains 3144 members Mstep: Class 9 contains 5172 members Mstep: Class 10 contains 34776 members Mstep: Class 11 contains 9500 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2301 members Mstep: Class 14 contains 10943 members Mstep: Class 15 contains 393 members Mstep: Class 16 contains 33314 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8391 members Mstep: Class 20 contains 3266 members Mstep: Class 21 contains 2142 members Mstep: Class 22 contains 12813 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4251 members Mstep: Class 25 contains 986 members Mstep: Class 26 contains 27099 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14450 members Mstep: Class 29 contains 3006 members Mstep: Class 30 contains 1416 members Mstep: Class 31 contains 4891 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9615 members Mstep: Class 35 contains 129 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 457 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54559 members Mstep: Class 42 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -14468534.000000 Penalty: 24621.531250 Iteration 161Q: 43 clusters Score -1.446853e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1087 members Mstep: Class 3 contains 7199 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18513 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88497 members Mstep: Class 8 contains 3126 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34776 members Mstep: Class 11 contains 9506 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2352 members Mstep: Class 14 contains 10911 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 33311 members Mstep: Class 17 contains 757 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8391 members Mstep: Class 20 contains 3255 members Mstep: Class 21 contains 2127 members Mstep: Class 22 contains 12811 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4252 members Mstep: Class 25 contains 982 members Mstep: Class 26 contains 27092 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14450 members Mstep: Class 29 contains 3008 members Mstep: Class 30 contains 1408 members Mstep: Class 31 contains 4890 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9620 members Mstep: Class 35 contains 129 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 457 members Mstep: Class 40 contains 7474 members Mstep: Class 41 contains 54654 members Mstep: Class 42 contains 603 members Entering Unmasked Estep ConsiderDeletion Score: -14468579.000000 Penalty: 24621.531250 Iteration 162Q: 43 clusters Score -1.446858e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1085 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18438 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88493 members Mstep: Class 8 contains 3115 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34780 members Mstep: Class 11 contains 9511 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2389 members Mstep: Class 14 contains 10901 members Mstep: Class 15 contains 401 members Mstep: Class 16 contains 33307 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8397 members Mstep: Class 20 contains 3246 members Mstep: Class 21 contains 2117 members Mstep: Class 22 contains 12810 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4247 members Mstep: Class 25 contains 981 members Mstep: Class 26 contains 27086 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14448 members Mstep: Class 29 contains 3008 members Mstep: Class 30 contains 1403 members Mstep: Class 31 contains 4893 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9623 members Mstep: Class 35 contains 129 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 456 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54719 members Mstep: Class 42 contains 623 members Entering Unmasked Estep ConsiderDeletion Score: -14468609.000000 Penalty: 24621.531250 Iteration 163Q: 43 clusters Score -1.446861e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 1084 members Mstep: Class 3 contains 7204 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18374 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88483 members Mstep: Class 8 contains 3101 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34781 members Mstep: Class 11 contains 9519 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2417 members Mstep: Class 14 contains 10888 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33307 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8399 members Mstep: Class 20 contains 3241 members Mstep: Class 21 contains 2103 members Mstep: Class 22 contains 12811 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4249 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27076 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14446 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1403 members Mstep: Class 31 contains 4895 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9633 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 596 members Mstep: Class 39 contains 456 members Mstep: Class 40 contains 7473 members Mstep: Class 41 contains 54783 members Mstep: Class 42 contains 633 members Entering Unmasked Estep ConsiderDeletion Score: -14468594.000000 Penalty: 24621.531250 Iteration 164Q: 43 clusters Score -1.446859e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1085 members Mstep: Class 3 contains 7208 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18326 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88473 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 5173 members Mstep: Class 10 contains 34785 members Mstep: Class 11 contains 9527 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2445 members Mstep: Class 14 contains 10882 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33307 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8401 members Mstep: Class 20 contains 3237 members Mstep: Class 21 contains 2090 members Mstep: Class 22 contains 12814 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4255 members Mstep: Class 25 contains 980 members Mstep: Class 26 contains 27066 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1401 members Mstep: Class 31 contains 4896 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9630 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 456 members Mstep: Class 40 contains 7474 members Mstep: Class 41 contains 54818 members Mstep: Class 42 contains 645 members Entering Unmasked Estep ConsiderDeletion Score: -14468622.000000 Penalty: 24621.531250 Iteration 165Q: 43 clusters Score -1.446862e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1084 members Mstep: Class 3 contains 7206 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18288 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88464 members Mstep: Class 8 contains 3095 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34790 members Mstep: Class 11 contains 9533 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2467 members Mstep: Class 14 contains 10882 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33310 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8402 members Mstep: Class 20 contains 3236 members Mstep: Class 21 contains 2078 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4257 members Mstep: Class 25 contains 978 members Mstep: Class 26 contains 27059 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14446 members Mstep: Class 29 contains 3010 members Mstep: Class 30 contains 1399 members Mstep: Class 31 contains 4895 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9630 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 455 members Mstep: Class 40 contains 7475 members Mstep: Class 41 contains 54837 members Mstep: Class 42 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -14468672.000000 Penalty: 24621.531250 Iteration 166Q: 43 clusters Score -1.446867e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1084 members Mstep: Class 3 contains 7204 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18254 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88457 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 5175 members Mstep: Class 10 contains 34788 members Mstep: Class 11 contains 9536 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2498 members Mstep: Class 14 contains 10877 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33313 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3234 members Mstep: Class 21 contains 2065 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4258 members Mstep: Class 25 contains 977 members Mstep: Class 26 contains 27054 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14442 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1401 members Mstep: Class 31 contains 4896 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9635 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 455 members Mstep: Class 40 contains 7473 members Mstep: Class 41 contains 54855 members Mstep: Class 42 contains 664 members Entering Unmasked Estep ConsiderDeletion Score: -14468672.000000 Penalty: 24621.531250 Iteration 167Q: 43 clusters Score -1.446867e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1083 members Mstep: Class 3 contains 7204 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18217 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88455 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9540 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2527 members Mstep: Class 14 contains 10869 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33315 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8406 members Mstep: Class 20 contains 3231 members Mstep: Class 21 contains 2049 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4261 members Mstep: Class 25 contains 975 members Mstep: Class 26 contains 27049 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14443 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1400 members Mstep: Class 31 contains 4898 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9633 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 455 members Mstep: Class 40 contains 7472 members Mstep: Class 41 contains 54879 members Mstep: Class 42 contains 674 members Entering Unmasked Estep ConsiderDeletion Score: -14468657.000000 Penalty: 24621.531250 Iteration 168Q: 43 clusters Score -1.446866e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 7201 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18182 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88455 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34786 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2548 members Mstep: Class 14 contains 10865 members Mstep: Class 15 contains 399 members Mstep: Class 16 contains 33316 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8409 members Mstep: Class 20 contains 3229 members Mstep: Class 21 contains 2033 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4263 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14446 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1400 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9640 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 455 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54891 members Mstep: Class 42 contains 685 members Entering Unmasked Estep ConsiderDeletion Score: -14468660.000000 Penalty: 24621.531250 Iteration 169Q: 43 clusters Score -1.446866e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1083 members Mstep: Class 3 contains 7201 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18147 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88452 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34785 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2566 members Mstep: Class 14 contains 10865 members Mstep: Class 15 contains 399 members Mstep: Class 16 contains 33320 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8410 members Mstep: Class 20 contains 3228 members Mstep: Class 21 contains 2024 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4264 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1399 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9644 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54909 members Mstep: Class 42 contains 691 members Entering Unmasked Estep ConsiderDeletion Score: -14468673.000000 Penalty: 24621.531250 Iteration 170Q: 43 clusters Score -1.446867e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18124 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88451 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34782 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 10864 members Mstep: Class 15 contains 400 members Mstep: Class 16 contains 33324 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8409 members Mstep: Class 20 contains 3227 members Mstep: Class 21 contains 2015 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4264 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3013 members Mstep: Class 30 contains 1398 members Mstep: Class 31 contains 4902 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9649 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54918 members Mstep: Class 42 contains 697 members Entering Unmasked Estep ConsiderDeletion Score: -14468670.000000 Penalty: 24621.531250 Iteration 171Q: 43 clusters Score -1.446867e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7202 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18099 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88449 members Mstep: Class 8 contains 3092 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34782 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 10866 members Mstep: Class 15 contains 401 members Mstep: Class 16 contains 33327 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8408 members Mstep: Class 20 contains 3227 members Mstep: Class 21 contains 2012 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4264 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1397 members Mstep: Class 31 contains 4903 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9649 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 54930 members Mstep: Class 42 contains 698 members Entering Unmasked Estep ConsiderDeletion Score: -14468657.000000 Penalty: 24621.531250 Iteration 172Q: 43 clusters Score -1.446866e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 7205 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18078 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88448 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34784 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2617 members Mstep: Class 14 contains 10863 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33331 members Mstep: Class 17 contains 754 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8406 members Mstep: Class 20 contains 3227 members Mstep: Class 21 contains 2006 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4266 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14443 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1397 members Mstep: Class 31 contains 4901 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9650 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7469 members Mstep: Class 41 contains 54936 members Mstep: Class 42 contains 698 members Entering Unmasked Estep ConsiderDeletion Score: -14468656.000000 Penalty: 24621.531250 Iteration 173Q: 43 clusters Score -1.446866e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1082 members Mstep: Class 3 contains 7207 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18061 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88445 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34785 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 10860 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33333 members Mstep: Class 17 contains 753 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3226 members Mstep: Class 21 contains 2000 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4265 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14442 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1397 members Mstep: Class 31 contains 4900 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 54946 members Mstep: Class 42 contains 703 members Entering Unmasked Estep ConsiderDeletion Score: -14468683.000000 Penalty: 24621.531250 Iteration 174Q: 43 clusters Score -1.446868e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7210 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18046 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88443 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34784 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 10859 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33336 members Mstep: Class 17 contains 752 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8401 members Mstep: Class 20 contains 3224 members Mstep: Class 21 contains 1996 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4267 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1396 members Mstep: Class 31 contains 4899 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9650 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 54955 members Mstep: Class 42 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -14468669.000000 Penalty: 24621.531250 Iteration 175Q: 43 clusters Score -1.446867e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7211 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18035 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88441 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34785 members Mstep: Class 11 contains 9539 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2654 members Mstep: Class 14 contains 10854 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33339 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8402 members Mstep: Class 20 contains 3221 members Mstep: Class 21 contains 1989 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14443 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1396 members Mstep: Class 31 contains 4900 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9650 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7474 members Mstep: Class 41 contains 54962 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468670.000000 Penalty: 24621.531250 Iteration 176Q: 43 clusters Score -1.446867e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7211 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18023 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88441 members Mstep: Class 8 contains 3089 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2660 members Mstep: Class 14 contains 10848 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33339 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 3218 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12820 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4271 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4900 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7474 members Mstep: Class 41 contains 54971 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468678.000000 Penalty: 24621.531250 Iteration 177Q: 43 clusters Score -1.446868e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7212 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18011 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88441 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34786 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2664 members Mstep: Class 14 contains 10841 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33340 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3216 members Mstep: Class 21 contains 1989 members Mstep: Class 22 contains 12819 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4271 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4899 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9654 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7475 members Mstep: Class 41 contains 54985 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468682.000000 Penalty: 24621.531250 Iteration 178Q: 43 clusters Score -1.446868e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7213 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 18004 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88440 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2667 members Mstep: Class 14 contains 10838 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33341 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1989 members Mstep: Class 22 contains 12818 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4898 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7476 members Mstep: Class 41 contains 54995 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468685.000000 Penalty: 24621.531250 Iteration 179Q: 43 clusters Score -1.446868e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7217 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17996 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88440 members Mstep: Class 8 contains 3087 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34786 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2671 members Mstep: Class 14 contains 10840 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12817 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7474 members Mstep: Class 41 contains 54998 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468684.000000 Penalty: 24621.531250 Iteration 180F: 43 clusters Score -1.446868e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7220 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17991 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88441 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2675 members Mstep: Class 14 contains 10837 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7473 members Mstep: Class 41 contains 54998 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468686.000000 Penalty: 24621.531250 Iteration 181Q: 43 clusters Score -1.446869e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7222 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17988 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88443 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2678 members Mstep: Class 14 contains 10834 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3012 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7472 members Mstep: Class 41 contains 55000 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468672.000000 Penalty: 24621.531250 Iteration 182Q: 43 clusters Score -1.446867e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7223 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17987 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88444 members Mstep: Class 8 contains 3084 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34788 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2679 members Mstep: Class 14 contains 10833 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7469 members Mstep: Class 41 contains 55005 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468687.000000 Penalty: 24621.531250 Iteration 183Q: 43 clusters Score -1.446869e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7225 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17986 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88444 members Mstep: Class 8 contains 3082 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34788 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2679 members Mstep: Class 14 contains 10829 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8406 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 595 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7469 members Mstep: Class 41 contains 55009 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468688.000000 Penalty: 24621.531250 Iteration 184Q: 43 clusters Score -1.446869e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7225 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17985 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88443 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34788 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2679 members Mstep: Class 14 contains 10825 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7468 members Mstep: Class 41 contains 55017 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468695.000000 Penalty: 24621.531250 Iteration 185Q: 43 clusters Score -1.44687e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7225 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17982 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88443 members Mstep: Class 8 contains 3079 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34788 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2680 members Mstep: Class 14 contains 10818 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14444 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7469 members Mstep: Class 41 contains 55027 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468703.000000 Penalty: 24621.531250 Iteration 186Q: 43 clusters Score -1.44687e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17981 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88443 members Mstep: Class 8 contains 3078 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10815 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9653 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55030 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468699.000000 Penalty: 24621.531250 Iteration 187Q: 43 clusters Score -1.44687e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17980 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3080 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10814 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9655 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7469 members Mstep: Class 41 contains 55030 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468697.000000 Penalty: 24621.531250 Iteration 188Q: 43 clusters Score -1.44687e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17979 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10811 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9654 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55033 members Mstep: Class 42 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -14468688.000000 Penalty: 24621.531250 Iteration 189Q: 43 clusters Score -1.446869e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17978 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10810 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 55035 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468701.000000 Penalty: 24621.531250 Iteration 190Q: 43 clusters Score -1.44687e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17975 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10810 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 55038 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468692.000000 Penalty: 24621.531250 Iteration 191Q: 43 clusters Score -1.446869e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17973 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10810 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27048 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7471 members Mstep: Class 41 contains 55041 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468691.000000 Penalty: 24621.531250 Iteration 192Q: 43 clusters Score -1.446869e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17973 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9538 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10809 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9651 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55044 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468695.000000 Penalty: 24621.531250 Iteration 193Q: 43 clusters Score -1.44687e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17972 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10806 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8404 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55047 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468686.000000 Penalty: 24621.531250 Iteration 194Q: 43 clusters Score -1.446869e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17971 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10806 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55049 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468686.000000 Penalty: 24621.531250 Iteration 195Q: 43 clusters Score -1.446869e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17969 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10805 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55052 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468678.000000 Penalty: 24621.531250 Iteration 196Q: 43 clusters Score -1.446868e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17969 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10805 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55052 members Mstep: Class 42 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -14468678.000000 Penalty: 24621.531250 Iteration 197F: 43 clusters Score -1.446868e+07 nChanged 0 Entering ConstructFrom: Score: -14468678.000000 Penalty: 24621.531250 Entering ConstructFrom: Trying to split cluster 1 (2907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Entering Unmasked Estep Score: -109171.078125 Penalty: 362.856903 Iteration 0F: 2 clusters Score -109171.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -107163.062500 Penalty: 725.713806 Iteration 0F: 3 clusters Score -107163.1 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -107921.195312 Penalty: 725.713806 Iteration 1F: 3 clusters Score -107921.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -108085.195312 Penalty: 725.713806 Iteration 2F: 3 clusters Score -108085.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -108253.898438 Penalty: 725.713806 Iteration 3F: 3 clusters Score -108253.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -108382.539062 Penalty: 725.713806 Iteration 4F: 3 clusters Score -108382.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -108495.992188 Penalty: 725.713806 Iteration 5F: 3 clusters Score -108496 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -108593.632812 Penalty: 725.713806 Iteration 6Q: 3 clusters Score -108593.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -108678.226562 Penalty: 725.713806 Iteration 7Q: 3 clusters Score -108678.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -108748.609375 Penalty: 725.713806 Iteration 8Q: 3 clusters Score -108748.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -108814.000000 Penalty: 725.713806 Iteration 9Q: 3 clusters Score -108814 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -108876.367188 Penalty: 725.713806 Iteration 10Q: 3 clusters Score -108876.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -108938.117188 Penalty: 725.713806 Iteration 11Q: 3 clusters Score -108938.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -109008.851562 Penalty: 725.713806 Iteration 12Q: 3 clusters Score -109008.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -109078.226562 Penalty: 725.713806 Iteration 13Q: 3 clusters Score -109078.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -109131.085938 Penalty: 725.713806 Iteration 14Q: 3 clusters Score -109131.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -109160.406250 Penalty: 725.713806 Iteration 15Q: 3 clusters Score -109160.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -109175.898438 Penalty: 725.713806 Iteration 16Q: 3 clusters Score -109175.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -109182.062500 Penalty: 725.713806 Iteration 17Q: 3 clusters Score -109182.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -109185.664062 Penalty: 725.713806 Iteration 18Q: 3 clusters Score -109185.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -109187.945312 Penalty: 725.713806 Iteration 19Q: 3 clusters Score -109187.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -109192.390625 Penalty: 725.713806 Iteration 20F: 3 clusters Score -109192.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -109197.710938 Penalty: 725.713806 Iteration 21Q: 3 clusters Score -109197.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -109207.070312 Penalty: 725.713806 Iteration 22Q: 3 clusters Score -109207.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -109212.890625 Penalty: 725.713806 Iteration 23Q: 3 clusters Score -109212.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -109218.546875 Penalty: 725.713806 Iteration 24Q: 3 clusters Score -109218.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -109222.500000 Penalty: 725.713806 Iteration 25Q: 3 clusters Score -109222.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -109224.804688 Penalty: 725.713806 Iteration 26Q: 3 clusters Score -109224.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -109226.296875 Penalty: 725.713806 Iteration 27Q: 3 clusters Score -109226.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -109227.843750 Penalty: 725.713806 Iteration 28Q: 3 clusters Score -109227.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -109228.882812 Penalty: 725.713806 Iteration 29Q: 3 clusters Score -109228.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -109229.226562 Penalty: 725.713806 Iteration 30Q: 3 clusters Score -109229.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -109229.351562 Penalty: 725.713806 Iteration 31Q: 3 clusters Score -109229.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -109229.601562 Penalty: 725.713806 Iteration 32Q: 3 clusters Score -109229.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -109229.742188 Penalty: 725.713806 Iteration 33Q: 3 clusters Score -109229.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -109229.875000 Penalty: 725.713806 Iteration 34Q: 3 clusters Score -109229.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -109229.875000 Penalty: 725.713806 Iteration 35F: 3 clusters Score -109229.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1081 members Mstep: Class 3 contains 7226 members Mstep: Class 4 contains 4369 members Mstep: Class 5 contains 17969 members Mstep: Class 6 contains 1954 members Mstep: Class 7 contains 88442 members Mstep: Class 8 contains 3081 members Mstep: Class 9 contains 5174 members Mstep: Class 10 contains 34787 members Mstep: Class 11 contains 9537 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2681 members Mstep: Class 14 contains 10805 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 33342 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 8403 members Mstep: Class 20 contains 3215 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 12816 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 4270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 27047 members Mstep: Class 27 contains 101 members Mstep: Class 28 contains 14445 members Mstep: Class 29 contains 3011 members Mstep: Class 30 contains 1395 members Mstep: Class 31 contains 4897 members Mstep: Class 32 contains 1718 members Mstep: Class 33 contains 6847 members Mstep: Class 34 contains 9652 members Mstep: Class 35 contains 128 members Mstep: Class 36 contains 455 members Mstep: Class 37 contains 251 members Mstep: Class 38 contains 594 members Mstep: Class 39 contains 454 members Mstep: Class 40 contains 7470 members Mstep: Class 41 contains 55052 members Mstep: Class 42 contains 708 members Mstep: Class 43 contains 1490 members Entering Unmasked Estep Score: -14468503.000000 Penalty: 25207.757812 Splitting cluster 1 changes total score from -14468678.000000 to -14468503.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Entering Unmasked Estep Score: -36087.332031 Penalty: 317.846710 Iteration 0F: 2 clusters Score -36087.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -35253.761719 Penalty: 635.693420 Iteration 0F: 3 clusters Score -35253.76 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -35594.207031 Penalty: 635.693420 Iteration 1F: 3 clusters Score -35594.21 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -35730.082031 Penalty: 635.693420 Iteration 2F: 3 clusters Score -35730.08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -35824.046875 Penalty: 635.693420 Iteration 3F: 3 clusters Score -35824.05 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -35883.445312 Penalty: 635.693420 Iteration 4F: 3 clusters Score -35883.45 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -35921.246094 Penalty: 635.693420 Iteration 5Q: 3 clusters Score -35921.25 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -35960.125000 Penalty: 635.693420 Iteration 6Q: 3 clusters Score -35960.12 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -35979.347656 Penalty: 635.693420 Iteration 7Q: 3 clusters Score -35979.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -35991.992188 Penalty: 635.693420 Iteration 8Q: 3 clusters Score -35991.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -36002.464844 Penalty: 635.693420 Iteration 9Q: 3 clusters Score -36002.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -36011.234375 Penalty: 635.693420 Iteration 10Q: 3 clusters Score -36011.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -36015.636719 Penalty: 635.693420 Iteration 11Q: 3 clusters Score -36015.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -36016.460938 Penalty: 635.693420 Iteration 12Q: 3 clusters Score -36016.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -36016.851562 Penalty: 635.693420 Iteration 13Q: 3 clusters Score -36016.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -36017.664062 Penalty: 635.693420 Iteration 14Q: 3 clusters Score -36017.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -36019.046875 Penalty: 635.693420 Iteration 15Q: 3 clusters Score -36019.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -36021.312500 Penalty: 635.693420 Iteration 16Q: 3 clusters Score -36021.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -36023.410156 Penalty: 635.693420 Iteration 17Q: 3 clusters Score -36023.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -36024.585938 Penalty: 635.693420 Iteration 18Q: 3 clusters Score -36024.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -36024.585938 Penalty: 635.693420 Iteration 19F: 3 clusters Score -36024.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Entering Unmasked Estep Score: -284838.906250 Penalty: 404.287567 Iteration 0F: 2 clusters Score -284838.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -280046.281250 Penalty: 808.575134 Iteration 0F: 3 clusters Score -280046.3 nChanged 3304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -282094.781250 Penalty: 808.575134 Iteration 1F: 3 clusters Score -282094.8 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -282431.500000 Penalty: 808.575134 Iteration 2F: 3 clusters Score -282431.5 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -282814.718750 Penalty: 808.575134 Iteration 3F: 3 clusters Score -282814.7 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -283189.812500 Penalty: 808.575134 Iteration 4F: 3 clusters Score -283189.8 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -283532.906250 Penalty: 808.575134 Iteration 5F: 3 clusters Score -283532.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -283769.718750 Penalty: 808.575134 Iteration 6Q: 3 clusters Score -283769.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -283942.500000 Penalty: 808.575134 Iteration 7Q: 3 clusters Score -283942.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -284051.312500 Penalty: 808.575134 Iteration 8Q: 3 clusters Score -284051.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -284146.968750 Penalty: 808.575134 Iteration 9Q: 3 clusters Score -284147 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -284236.625000 Penalty: 808.575134 Iteration 10Q: 3 clusters Score -284236.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -284326.937500 Penalty: 808.575134 Iteration 11Q: 3 clusters Score -284326.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -284400.500000 Penalty: 808.575134 Iteration 12Q: 3 clusters Score -284400.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -284450.812500 Penalty: 808.575134 Iteration 13Q: 3 clusters Score -284450.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -284490.593750 Penalty: 808.575134 Iteration 14Q: 3 clusters Score -284490.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -284513.562500 Penalty: 808.575134 Iteration 15Q: 3 clusters Score -284513.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -284536.062500 Penalty: 808.575134 Iteration 16Q: 3 clusters Score -284536.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -284554.250000 Penalty: 808.575134 Iteration 17Q: 3 clusters Score -284554.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -284563.656250 Penalty: 808.575134 Iteration 18Q: 3 clusters Score -284563.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -284569.156250 Penalty: 808.575134 Iteration 19Q: 3 clusters Score -284569.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -284575.218750 Penalty: 808.575134 Iteration 20F: 3 clusters Score -284575.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -284582.343750 Penalty: 808.575134 Iteration 21Q: 3 clusters Score -284582.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -284587.437500 Penalty: 808.575134 Iteration 22Q: 3 clusters Score -284587.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -284590.968750 Penalty: 808.575134 Iteration 23Q: 3 clusters Score -284591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -284592.718750 Penalty: 808.575134 Iteration 24Q: 3 clusters Score -284592.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -284597.281250 Penalty: 808.575134 Iteration 25Q: 3 clusters Score -284597.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -284601.937500 Penalty: 808.575134 Iteration 26Q: 3 clusters Score -284601.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -284604.187500 Penalty: 808.575134 Iteration 27Q: 3 clusters Score -284604.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -284606.500000 Penalty: 808.575134 Iteration 28Q: 3 clusters Score -284606.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -284607.125000 Penalty: 808.575134 Iteration 29Q: 3 clusters Score -284607.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -284608.031250 Penalty: 808.575134 Iteration 30Q: 3 clusters Score -284608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -284609.218750 Penalty: 808.575134 Iteration 31Q: 3 clusters Score -284609.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -284610.437500 Penalty: 808.575134 Iteration 32Q: 3 clusters Score -284610.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -284611.500000 Penalty: 808.575134 Iteration 33Q: 3 clusters Score -284611.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -284611.781250 Penalty: 808.575134 Iteration 34Q: 3 clusters Score -284611.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -284612.406250 Penalty: 808.575134 Iteration 35Q: 3 clusters Score -284612.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -284613.062500 Penalty: 808.575134 Iteration 36Q: 3 clusters Score -284613.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -284613.968750 Penalty: 808.575134 Iteration 37Q: 3 clusters Score -284614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -284613.812500 Penalty: 808.575134 Iteration 38Q: 3 clusters Score -284613.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -284613.812500 Penalty: 808.575134 Iteration 39F: 3 clusters Score -284613.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Entering Unmasked Estep Score: -168416.859375 Penalty: 381.394196 Iteration 0F: 2 clusters Score -168416.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -165512.546875 Penalty: 762.788391 Iteration 0F: 3 clusters Score -165512.5 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -166536.421875 Penalty: 762.788391 Iteration 1F: 3 clusters Score -166536.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -166672.687500 Penalty: 762.788391 Iteration 2F: 3 clusters Score -166672.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -166809.921875 Penalty: 762.788391 Iteration 3F: 3 clusters Score -166809.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -166928.515625 Penalty: 762.788391 Iteration 4F: 3 clusters Score -166928.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -167035.562500 Penalty: 762.788391 Iteration 5Q: 3 clusters Score -167035.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -167146.140625 Penalty: 762.788391 Iteration 6Q: 3 clusters Score -167146.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -167238.968750 Penalty: 762.788391 Iteration 7Q: 3 clusters Score -167239 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -167339.718750 Penalty: 762.788391 Iteration 8Q: 3 clusters Score -167339.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -167455.234375 Penalty: 762.788391 Iteration 9Q: 3 clusters Score -167455.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -167559.156250 Penalty: 762.788391 Iteration 10Q: 3 clusters Score -167559.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -167628.078125 Penalty: 762.788391 Iteration 11Q: 3 clusters Score -167628.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -167693.046875 Penalty: 762.788391 Iteration 12Q: 3 clusters Score -167693 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -167751.750000 Penalty: 762.788391 Iteration 13Q: 3 clusters Score -167751.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -167806.109375 Penalty: 762.788391 Iteration 14Q: 3 clusters Score -167806.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -167852.218750 Penalty: 762.788391 Iteration 15Q: 3 clusters Score -167852.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -167902.250000 Penalty: 762.788391 Iteration 16Q: 3 clusters Score -167902.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -167971.781250 Penalty: 762.788391 Iteration 17Q: 3 clusters Score -167971.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -168037.484375 Penalty: 762.788391 Iteration 18Q: 3 clusters Score -168037.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -168077.796875 Penalty: 762.788391 Iteration 19Q: 3 clusters Score -168077.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -168092.375000 Penalty: 762.788391 Iteration 20F: 3 clusters Score -168092.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -168100.500000 Penalty: 762.788391 Iteration 21Q: 3 clusters Score -168100.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -168107.031250 Penalty: 762.788391 Iteration 22Q: 3 clusters Score -168107 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -168110.796875 Penalty: 762.788391 Iteration 23Q: 3 clusters Score -168110.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -168115.640625 Penalty: 762.788391 Iteration 24Q: 3 clusters Score -168115.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -168118.390625 Penalty: 762.788391 Iteration 25Q: 3 clusters Score -168118.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -168120.906250 Penalty: 762.788391 Iteration 26Q: 3 clusters Score -168120.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -168121.843750 Penalty: 762.788391 Iteration 27Q: 3 clusters Score -168121.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -168123.250000 Penalty: 762.788391 Iteration 28Q: 3 clusters Score -168123.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -168125.421875 Penalty: 762.788391 Iteration 29Q: 3 clusters Score -168125.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -168128.859375 Penalty: 762.788391 Iteration 30Q: 3 clusters Score -168128.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -168131.156250 Penalty: 762.788391 Iteration 31Q: 3 clusters Score -168131.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -168132.218750 Penalty: 762.788391 Iteration 32Q: 3 clusters Score -168132.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -168132.875000 Penalty: 762.788391 Iteration 33Q: 3 clusters Score -168132.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -168132.859375 Penalty: 762.788391 Iteration 34Q: 3 clusters Score -168132.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -168133.015625 Penalty: 762.788391 Iteration 35Q: 3 clusters Score -168133 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -168133.015625 Penalty: 762.788391 Iteration 36F: 3 clusters Score -168133 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (17969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17969 members Entering Unmasked Estep Score: -680687.812500 Penalty: 445.736328 Iteration 0F: 2 clusters Score -680687.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -668681.250000 Penalty: 891.472656 Iteration 0F: 3 clusters Score -668681.2 nChanged 8484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -673935.750000 Penalty: 891.472656 Iteration 1F: 3 clusters Score -673935.8 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -674638.812500 Penalty: 891.472656 Iteration 2F: 3 clusters Score -674638.8 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -675599.937500 Penalty: 891.472656 Iteration 3F: 3 clusters Score -675599.9 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13273 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -676657.437500 Penalty: 891.472656 Iteration 4F: 3 clusters Score -676657.4 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -677585.375000 Penalty: 891.472656 Iteration 5F: 3 clusters Score -677585.4 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -678258.562500 Penalty: 891.472656 Iteration 6Q: 3 clusters Score -678258.6 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -678748.875000 Penalty: 891.472656 Iteration 7Q: 3 clusters Score -678748.9 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -679111.812500 Penalty: 891.472656 Iteration 8Q: 3 clusters Score -679111.8 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16502 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -679414.750000 Penalty: 891.472656 Iteration 9Q: 3 clusters Score -679414.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -679649.937500 Penalty: 891.472656 Iteration 10Q: 3 clusters Score -679649.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17081 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -679831.000000 Penalty: 891.472656 Iteration 11Q: 3 clusters Score -679831 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -679976.125000 Penalty: 891.472656 Iteration 12Q: 3 clusters Score -679976.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -680086.875000 Penalty: 891.472656 Iteration 13Q: 3 clusters Score -680086.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -680154.250000 Penalty: 891.472656 Iteration 14Q: 3 clusters Score -680154.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17560 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -680206.125000 Penalty: 891.472656 Iteration 15Q: 3 clusters Score -680206.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17609 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -680240.937500 Penalty: 891.472656 Iteration 16Q: 3 clusters Score -680240.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17645 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -680261.937500 Penalty: 891.472656 Iteration 17Q: 3 clusters Score -680261.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -680276.250000 Penalty: 891.472656 Iteration 18Q: 3 clusters Score -680276.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17684 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -680285.687500 Penalty: 891.472656 Iteration 19Q: 3 clusters Score -680285.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17690 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -680291.437500 Penalty: 891.472656 Iteration 20F: 3 clusters Score -680291.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17701 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -680297.750000 Penalty: 891.472656 Iteration 21Q: 3 clusters Score -680297.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17707 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -680307.312500 Penalty: 891.472656 Iteration 22Q: 3 clusters Score -680307.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17714 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -680313.187500 Penalty: 891.472656 Iteration 23Q: 3 clusters Score -680313.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17722 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -680317.500000 Penalty: 891.472656 Iteration 24Q: 3 clusters Score -680317.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -680321.500000 Penalty: 891.472656 Iteration 25Q: 3 clusters Score -680321.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -680322.812500 Penalty: 891.472656 Iteration 26Q: 3 clusters Score -680322.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17736 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -680323.812500 Penalty: 891.472656 Iteration 27Q: 3 clusters Score -680323.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -680324.812500 Penalty: 891.472656 Iteration 28Q: 3 clusters Score -680324.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -680324.812500 Penalty: 891.472656 Iteration 29Q: 3 clusters Score -680324.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -680324.750000 Penalty: 891.472656 Iteration 30Q: 3 clusters Score -680324.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -680324.750000 Penalty: 891.472656 Iteration 31F: 3 clusters Score -680324.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Entering Unmasked Estep Score: -61428.894531 Penalty: 344.782349 Iteration 0F: 2 clusters Score -61428.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -59986.957031 Penalty: 689.564697 Iteration 0F: 3 clusters Score -59986.96 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -60596.386719 Penalty: 689.564697 Iteration 1F: 3 clusters Score -60596.39 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -60865.160156 Penalty: 689.564697 Iteration 2F: 3 clusters Score -60865.16 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -61048.562500 Penalty: 689.564697 Iteration 3F: 3 clusters Score -61048.56 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -61170.414062 Penalty: 689.564697 Iteration 4F: 3 clusters Score -61170.41 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -61231.281250 Penalty: 689.564697 Iteration 5Q: 3 clusters Score -61231.28 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -61267.226562 Penalty: 689.564697 Iteration 6Q: 3 clusters Score -61267.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -61290.160156 Penalty: 689.564697 Iteration 7Q: 3 clusters Score -61290.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -61306.269531 Penalty: 689.564697 Iteration 8Q: 3 clusters Score -61306.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -61315.316406 Penalty: 689.564697 Iteration 9Q: 3 clusters Score -61315.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -61322.058594 Penalty: 689.564697 Iteration 10Q: 3 clusters Score -61322.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -61325.046875 Penalty: 689.564697 Iteration 11Q: 3 clusters Score -61325.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -61327.046875 Penalty: 689.564697 Iteration 12Q: 3 clusters Score -61327.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -61330.851562 Penalty: 689.564697 Iteration 13Q: 3 clusters Score -61330.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -61338.683594 Penalty: 689.564697 Iteration 14Q: 3 clusters Score -61338.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -61345.101562 Penalty: 689.564697 Iteration 15Q: 3 clusters Score -61345.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -61350.687500 Penalty: 689.564697 Iteration 16Q: 3 clusters Score -61350.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -61354.027344 Penalty: 689.564697 Iteration 17Q: 3 clusters Score -61354.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -61355.183594 Penalty: 689.564697 Iteration 18Q: 3 clusters Score -61355.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -61355.410156 Penalty: 689.564697 Iteration 19Q: 3 clusters Score -61355.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -61355.382812 Penalty: 689.564697 Iteration 20F: 3 clusters Score -61355.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (88442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88442 members Entering Unmasked Estep Score: -3703789.000000 Penalty: 518.249634 Iteration 0F: 2 clusters Score -3703789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44326 members Mstep: Class 2 contains 44116 members Entering Unmasked Estep Score: -3644156.750000 Penalty: 1036.499268 Iteration 0F: 3 clusters Score -3644157 nChanged 42899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48553 members Mstep: Class 2 contains 39889 members Entering Unmasked Estep Score: -3671063.000000 Penalty: 1036.499268 Iteration 1F: 3 clusters Score -3671063 nChanged 4846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51219 members Mstep: Class 2 contains 37223 members Entering Unmasked Estep Score: -3673376.250000 Penalty: 1036.499268 Iteration 2F: 3 clusters Score -3673376 nChanged 5769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54708 members Mstep: Class 2 contains 33734 members Entering Unmasked Estep Score: -3676796.500000 Penalty: 1036.499268 Iteration 3F: 3 clusters Score -3676796 nChanged 6336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58786 members Mstep: Class 2 contains 29656 members Entering Unmasked Estep Score: -3681260.500000 Penalty: 1036.499268 Iteration 4F: 3 clusters Score -3681260 nChanged 6033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62791 members Mstep: Class 2 contains 25651 members Entering Unmasked Estep Score: -3685899.250000 Penalty: 1036.499268 Iteration 5F: 3 clusters Score -3685899 nChanged 5035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66142 members Mstep: Class 2 contains 22300 members Entering Unmasked Estep Score: -3689833.750000 Penalty: 1036.499268 Iteration 6F: 3 clusters Score -3689834 nChanged 3734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68762 members Mstep: Class 2 contains 19680 members Entering Unmasked Estep Score: -3692415.250000 Penalty: 1036.499268 Iteration 7Q: 3 clusters Score -3692415 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71050 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -3693935.750000 Penalty: 1036.499268 Iteration 8Q: 3 clusters Score -3693936 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73168 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -3695075.500000 Penalty: 1036.499268 Iteration 9Q: 3 clusters Score -3695076 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75224 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -3696125.250000 Penalty: 1036.499268 Iteration 10Q: 3 clusters Score -3696125 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77223 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -3697191.750000 Penalty: 1036.499268 Iteration 11Q: 3 clusters Score -3697192 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79097 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -3698269.250000 Penalty: 1036.499268 Iteration 12Q: 3 clusters Score -3698269 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80774 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -3699279.250000 Penalty: 1036.499268 Iteration 13Q: 3 clusters Score -3699279 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82301 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -3700288.250000 Penalty: 1036.499268 Iteration 14Q: 3 clusters Score -3700288 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83546 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -3701131.000000 Penalty: 1036.499268 Iteration 15Q: 3 clusters Score -3701131 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84531 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -3701792.250000 Penalty: 1036.499268 Iteration 16Q: 3 clusters Score -3701792 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85267 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -3702328.000000 Penalty: 1036.499268 Iteration 17Q: 3 clusters Score -3702328 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85800 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -3702673.000000 Penalty: 1036.499268 Iteration 18Q: 3 clusters Score -3702673 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86198 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -3702886.500000 Penalty: 1036.499268 Iteration 19Q: 3 clusters Score -3702886 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86484 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -3703056.000000 Penalty: 1036.499268 Iteration 20F: 3 clusters Score -3703056 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86689 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -3703152.500000 Penalty: 1036.499268 Iteration 21Q: 3 clusters Score -3703152 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86853 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -3703211.500000 Penalty: 1036.499268 Iteration 22Q: 3 clusters Score -3703212 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86987 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -3703274.250000 Penalty: 1036.499268 Iteration 23Q: 3 clusters Score -3703274 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87127 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -3703334.000000 Penalty: 1036.499268 Iteration 24Q: 3 clusters Score -3703334 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87238 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3703389.750000 Penalty: 1036.499268 Iteration 25Q: 3 clusters Score -3703390 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87323 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3703428.000000 Penalty: 1036.499268 Iteration 26Q: 3 clusters Score -3703428 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87393 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -3703441.000000 Penalty: 1036.499268 Iteration 27Q: 3 clusters Score -3703441 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87448 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -3703455.500000 Penalty: 1036.499268 Iteration 28Q: 3 clusters Score -3703456 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87497 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -3703471.500000 Penalty: 1036.499268 Iteration 29Q: 3 clusters Score -3703472 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87530 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -3703481.250000 Penalty: 1036.499268 Iteration 30Q: 3 clusters Score -3703481 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87552 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -3703482.250000 Penalty: 1036.499268 Iteration 31Q: 3 clusters Score -3703482 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87572 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -3703483.000000 Penalty: 1036.499268 Iteration 32Q: 3 clusters Score -3703483 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87590 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -3703485.750000 Penalty: 1036.499268 Iteration 33Q: 3 clusters Score -3703486 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87608 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -3703482.500000 Penalty: 1036.499268 Iteration 34Q: 3 clusters Score -3703482 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87623 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3703487.250000 Penalty: 1036.499268 Iteration 35Q: 3 clusters Score -3703487 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87631 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -3703492.750000 Penalty: 1036.499268 Iteration 36Q: 3 clusters Score -3703493 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87639 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -3703492.750000 Penalty: 1036.499268 Iteration 37Q: 3 clusters Score -3703493 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87650 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -3703499.500000 Penalty: 1036.499268 Iteration 38Q: 3 clusters Score -3703500 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87657 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -3703497.000000 Penalty: 1036.499268 Iteration 39Q: 3 clusters Score -3703497 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87666 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -3703494.000000 Penalty: 1036.499268 Iteration 40F: 3 clusters Score -3703494 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87675 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -3703500.500000 Penalty: 1036.499268 Iteration 41Q: 3 clusters Score -3703500 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87680 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -3703498.000000 Penalty: 1036.499268 Iteration 42Q: 3 clusters Score -3703498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87686 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -3703497.500000 Penalty: 1036.499268 Iteration 43Q: 3 clusters Score -3703498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87689 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -3703492.750000 Penalty: 1036.499268 Iteration 44Q: 3 clusters Score -3703493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87692 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -3703493.000000 Penalty: 1036.499268 Iteration 45Q: 3 clusters Score -3703493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87694 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -3703493.250000 Penalty: 1036.499268 Iteration 46Q: 3 clusters Score -3703493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87698 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -3703495.000000 Penalty: 1036.499268 Iteration 47Q: 3 clusters Score -3703495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87701 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -3703495.250000 Penalty: 1036.499268 Iteration 48Q: 3 clusters Score -3703495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87705 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -3703496.000000 Penalty: 1036.499268 Iteration 49Q: 3 clusters Score -3703496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87707 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -3703493.500000 Penalty: 1036.499268 Iteration 50Q: 3 clusters Score -3703494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87708 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -3703494.750000 Penalty: 1036.499268 Iteration 51Q: 3 clusters Score -3703495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87711 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -3703496.500000 Penalty: 1036.499268 Iteration 52Q: 3 clusters Score -3703496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87712 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -3703496.250000 Penalty: 1036.499268 Iteration 53Q: 3 clusters Score -3703496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87712 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -3703496.250000 Penalty: 1036.499268 Iteration 54F: 3 clusters Score -3703496 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Entering Unmasked Estep Score: -123856.664062 Penalty: 365.501923 Iteration 0F: 2 clusters Score -123856.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -121693.179688 Penalty: 731.003845 Iteration 0F: 3 clusters Score -121693.2 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -122475.296875 Penalty: 731.003845 Iteration 1F: 3 clusters Score -122475.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -122556.265625 Penalty: 731.003845 Iteration 2F: 3 clusters Score -122556.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -122649.195312 Penalty: 731.003845 Iteration 3F: 3 clusters Score -122649.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -122754.007812 Penalty: 731.003845 Iteration 4F: 3 clusters Score -122754 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -122873.156250 Penalty: 731.003845 Iteration 5F: 3 clusters Score -122873.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -122999.585938 Penalty: 731.003845 Iteration 6F: 3 clusters Score -122999.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -123106.679688 Penalty: 731.003845 Iteration 7Q: 3 clusters Score -123106.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -123210.117188 Penalty: 731.003845 Iteration 8Q: 3 clusters Score -123210.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -123295.945312 Penalty: 731.003845 Iteration 9Q: 3 clusters Score -123295.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -123358.156250 Penalty: 731.003845 Iteration 10Q: 3 clusters Score -123358.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -123402.773438 Penalty: 731.003845 Iteration 11Q: 3 clusters Score -123402.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -123431.625000 Penalty: 731.003845 Iteration 12Q: 3 clusters Score -123431.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -123447.367188 Penalty: 731.003845 Iteration 13Q: 3 clusters Score -123447.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -123468.640625 Penalty: 731.003845 Iteration 14Q: 3 clusters Score -123468.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -123479.257812 Penalty: 731.003845 Iteration 15Q: 3 clusters Score -123479.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -123491.335938 Penalty: 731.003845 Iteration 16Q: 3 clusters Score -123491.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -123500.617188 Penalty: 731.003845 Iteration 17Q: 3 clusters Score -123500.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -123507.351562 Penalty: 731.003845 Iteration 18Q: 3 clusters Score -123507.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -123512.648438 Penalty: 731.003845 Iteration 19Q: 3 clusters Score -123512.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -123518.023438 Penalty: 731.003845 Iteration 20F: 3 clusters Score -123518 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -123524.031250 Penalty: 731.003845 Iteration 21Q: 3 clusters Score -123524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -123531.796875 Penalty: 731.003845 Iteration 22Q: 3 clusters Score -123531.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -123536.226562 Penalty: 731.003845 Iteration 23Q: 3 clusters Score -123536.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -123538.820312 Penalty: 731.003845 Iteration 24Q: 3 clusters Score -123538.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -123541.179688 Penalty: 731.003845 Iteration 25Q: 3 clusters Score -123541.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -123546.515625 Penalty: 731.003845 Iteration 26Q: 3 clusters Score -123546.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -123549.054688 Penalty: 731.003845 Iteration 27Q: 3 clusters Score -123549.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -123551.218750 Penalty: 731.003845 Iteration 28Q: 3 clusters Score -123551.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -123553.593750 Penalty: 731.003845 Iteration 29Q: 3 clusters Score -123553.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -123555.898438 Penalty: 731.003845 Iteration 30Q: 3 clusters Score -123555.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -123556.921875 Penalty: 731.003845 Iteration 31Q: 3 clusters Score -123556.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -123558.281250 Penalty: 731.003845 Iteration 32Q: 3 clusters Score -123558.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -123559.796875 Penalty: 731.003845 Iteration 33Q: 3 clusters Score -123559.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -123560.031250 Penalty: 731.003845 Iteration 34Q: 3 clusters Score -123560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -123560.609375 Penalty: 731.003845 Iteration 35Q: 3 clusters Score -123560.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -123560.593750 Penalty: 731.003845 Iteration 36Q: 3 clusters Score -123560.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -123560.593750 Penalty: 731.003845 Iteration 37F: 3 clusters Score -123560.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Entering Unmasked Estep Score: -209953.500000 Penalty: 389.088745 Iteration 0F: 2 clusters Score -209953.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -206536.062500 Penalty: 778.177490 Iteration 0F: 3 clusters Score -206536.1 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -207875.765625 Penalty: 778.177490 Iteration 1F: 3 clusters Score -207875.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -208101.890625 Penalty: 778.177490 Iteration 2F: 3 clusters Score -208101.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -208353.000000 Penalty: 778.177490 Iteration 3F: 3 clusters Score -208353 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -208639.609375 Penalty: 778.177490 Iteration 4F: 3 clusters Score -208639.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -208895.578125 Penalty: 778.177490 Iteration 5F: 3 clusters Score -208895.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -209070.109375 Penalty: 778.177490 Iteration 6Q: 3 clusters Score -209070.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -209157.156250 Penalty: 778.177490 Iteration 7Q: 3 clusters Score -209157.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -209196.781250 Penalty: 778.177490 Iteration 8Q: 3 clusters Score -209196.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -209215.609375 Penalty: 778.177490 Iteration 9Q: 3 clusters Score -209215.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -209226.515625 Penalty: 778.177490 Iteration 10Q: 3 clusters Score -209226.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -209235.593750 Penalty: 778.177490 Iteration 11Q: 3 clusters Score -209235.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -209243.812500 Penalty: 778.177490 Iteration 12Q: 3 clusters Score -209243.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -209253.671875 Penalty: 778.177490 Iteration 13Q: 3 clusters Score -209253.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -209261.703125 Penalty: 778.177490 Iteration 14Q: 3 clusters Score -209261.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -209268.000000 Penalty: 778.177490 Iteration 15Q: 3 clusters Score -209268 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -209272.421875 Penalty: 778.177490 Iteration 16Q: 3 clusters Score -209272.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -209276.156250 Penalty: 778.177490 Iteration 17Q: 3 clusters Score -209276.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -209280.312500 Penalty: 778.177490 Iteration 18Q: 3 clusters Score -209280.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -209284.125000 Penalty: 778.177490 Iteration 19Q: 3 clusters Score -209284.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -209287.265625 Penalty: 778.177490 Iteration 20F: 3 clusters Score -209287.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -209290.281250 Penalty: 778.177490 Iteration 21Q: 3 clusters Score -209290.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -209290.734375 Penalty: 778.177490 Iteration 22Q: 3 clusters Score -209290.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -209291.546875 Penalty: 778.177490 Iteration 23Q: 3 clusters Score -209291.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -209292.453125 Penalty: 778.177490 Iteration 24Q: 3 clusters Score -209292.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -209292.500000 Penalty: 778.177490 Iteration 25Q: 3 clusters Score -209292.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -209293.296875 Penalty: 778.177490 Iteration 26Q: 3 clusters Score -209293.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -209294.140625 Penalty: 778.177490 Iteration 27Q: 3 clusters Score -209294.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -209294.156250 Penalty: 778.177490 Iteration 28Q: 3 clusters Score -209294.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -209295.156250 Penalty: 778.177490 Iteration 29Q: 3 clusters Score -209295.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -209296.265625 Penalty: 778.177490 Iteration 30Q: 3 clusters Score -209296.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -209297.437500 Penalty: 778.177490 Iteration 31Q: 3 clusters Score -209297.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -209298.718750 Penalty: 778.177490 Iteration 32Q: 3 clusters Score -209298.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -209300.078125 Penalty: 778.177490 Iteration 33Q: 3 clusters Score -209300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -209301.078125 Penalty: 778.177490 Iteration 34Q: 3 clusters Score -209301.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -209302.718750 Penalty: 778.177490 Iteration 35Q: 3 clusters Score -209302.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -209304.250000 Penalty: 778.177490 Iteration 36Q: 3 clusters Score -209304.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -209306.265625 Penalty: 778.177490 Iteration 37Q: 3 clusters Score -209306.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -209308.250000 Penalty: 778.177490 Iteration 38Q: 3 clusters Score -209308.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -209309.109375 Penalty: 778.177490 Iteration 39Q: 3 clusters Score -209309.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -209311.796875 Penalty: 778.177490 Iteration 40F: 3 clusters Score -209311.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -209316.046875 Penalty: 778.177490 Iteration 41Q: 3 clusters Score -209316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -209319.000000 Penalty: 778.177490 Iteration 42Q: 3 clusters Score -209319 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -209323.640625 Penalty: 778.177490 Iteration 43Q: 3 clusters Score -209323.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -209327.187500 Penalty: 778.177490 Iteration 44Q: 3 clusters Score -209327.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -209331.484375 Penalty: 778.177490 Iteration 45Q: 3 clusters Score -209331.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -209333.281250 Penalty: 778.177490 Iteration 46Q: 3 clusters Score -209333.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -209335.187500 Penalty: 778.177490 Iteration 47Q: 3 clusters Score -209335.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -209339.343750 Penalty: 778.177490 Iteration 48Q: 3 clusters Score -209339.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -209345.187500 Penalty: 778.177490 Iteration 49Q: 3 clusters Score -209345.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -209353.578125 Penalty: 778.177490 Iteration 50Q: 3 clusters Score -209353.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -209361.734375 Penalty: 778.177490 Iteration 51Q: 3 clusters Score -209361.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -209367.000000 Penalty: 778.177490 Iteration 52Q: 3 clusters Score -209367 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -209370.890625 Penalty: 778.177490 Iteration 53Q: 3 clusters Score -209370.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -209374.953125 Penalty: 778.177490 Iteration 54Q: 3 clusters Score -209375 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -209381.140625 Penalty: 778.177490 Iteration 55Q: 3 clusters Score -209381.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -209385.375000 Penalty: 778.177490 Iteration 56Q: 3 clusters Score -209385.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -209390.328125 Penalty: 778.177490 Iteration 57Q: 3 clusters Score -209390.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -209399.125000 Penalty: 778.177490 Iteration 58Q: 3 clusters Score -209399.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -209414.046875 Penalty: 778.177490 Iteration 59Q: 3 clusters Score -209414 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -209427.234375 Penalty: 778.177490 Iteration 60F: 3 clusters Score -209427.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -209438.406250 Penalty: 778.177490 Iteration 61Q: 3 clusters Score -209438.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -209448.640625 Penalty: 778.177490 Iteration 62Q: 3 clusters Score -209448.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -209454.359375 Penalty: 778.177490 Iteration 63Q: 3 clusters Score -209454.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -209462.390625 Penalty: 778.177490 Iteration 64Q: 3 clusters Score -209462.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -209469.593750 Penalty: 778.177490 Iteration 65Q: 3 clusters Score -209469.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -209475.109375 Penalty: 778.177490 Iteration 66Q: 3 clusters Score -209475.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -209479.296875 Penalty: 778.177490 Iteration 67Q: 3 clusters Score -209479.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -209482.468750 Penalty: 778.177490 Iteration 68Q: 3 clusters Score -209482.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -209486.500000 Penalty: 778.177490 Iteration 69Q: 3 clusters Score -209486.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -209489.234375 Penalty: 778.177490 Iteration 70Q: 3 clusters Score -209489.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -209495.937500 Penalty: 778.177490 Iteration 71Q: 3 clusters Score -209495.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -209498.984375 Penalty: 778.177490 Iteration 72Q: 3 clusters Score -209499 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -209500.718750 Penalty: 778.177490 Iteration 73Q: 3 clusters Score -209500.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -209503.203125 Penalty: 778.177490 Iteration 74Q: 3 clusters Score -209503.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -209506.000000 Penalty: 778.177490 Iteration 75Q: 3 clusters Score -209506 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -209510.859375 Penalty: 778.177490 Iteration 76Q: 3 clusters Score -209510.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -209514.375000 Penalty: 778.177490 Iteration 77Q: 3 clusters Score -209514.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -209517.406250 Penalty: 778.177490 Iteration 78Q: 3 clusters Score -209517.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -209521.359375 Penalty: 778.177490 Iteration 79Q: 3 clusters Score -209521.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -209528.453125 Penalty: 778.177490 Iteration 80F: 3 clusters Score -209528.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -209534.828125 Penalty: 778.177490 Iteration 81Q: 3 clusters Score -209534.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -209541.859375 Penalty: 778.177490 Iteration 82Q: 3 clusters Score -209541.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -209546.671875 Penalty: 778.177490 Iteration 83Q: 3 clusters Score -209546.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -209551.953125 Penalty: 778.177490 Iteration 84Q: 3 clusters Score -209552 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -209555.937500 Penalty: 778.177490 Iteration 85Q: 3 clusters Score -209555.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -209558.390625 Penalty: 778.177490 Iteration 86Q: 3 clusters Score -209558.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -209561.500000 Penalty: 778.177490 Iteration 87Q: 3 clusters Score -209561.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -209563.375000 Penalty: 778.177490 Iteration 88Q: 3 clusters Score -209563.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -209565.046875 Penalty: 778.177490 Iteration 89Q: 3 clusters Score -209565 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -209567.781250 Penalty: 778.177490 Iteration 90Q: 3 clusters Score -209567.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -209570.843750 Penalty: 778.177490 Iteration 91Q: 3 clusters Score -209570.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -209572.203125 Penalty: 778.177490 Iteration 92Q: 3 clusters Score -209572.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -209572.562500 Penalty: 778.177490 Iteration 93Q: 3 clusters Score -209572.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -209573.906250 Penalty: 778.177490 Iteration 94Q: 3 clusters Score -209573.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -209577.484375 Penalty: 778.177490 Iteration 95Q: 3 clusters Score -209577.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -209580.546875 Penalty: 778.177490 Iteration 96Q: 3 clusters Score -209580.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -209584.875000 Penalty: 778.177490 Iteration 97Q: 3 clusters Score -209584.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -209587.578125 Penalty: 778.177490 Iteration 98Q: 3 clusters Score -209587.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -209588.968750 Penalty: 778.177490 Iteration 99Q: 3 clusters Score -209589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -209588.875000 Penalty: 778.177490 Iteration 100F: 3 clusters Score -209588.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34787 members Entering Unmasked Estep Score: -1399632.125000 Penalty: 475.793457 Iteration 0F: 2 clusters Score -1399632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 17325 members Entering Unmasked Estep Score: -1376286.500000 Penalty: 951.586914 Iteration 0F: 3 clusters Score -1376286 nChanged 16747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18165 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -1386577.375000 Penalty: 951.586914 Iteration 1F: 3 clusters Score -1386577 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -1387586.000000 Penalty: 951.586914 Iteration 2F: 3 clusters Score -1387586 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18689 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -1388960.625000 Penalty: 951.586914 Iteration 3F: 3 clusters Score -1388961 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 15766 members Entering Unmasked Estep Score: -1390669.250000 Penalty: 951.586914 Iteration 4F: 3 clusters Score -1390669 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 15382 members Entering Unmasked Estep Score: -1392266.125000 Penalty: 951.586914 Iteration 5F: 3 clusters Score -1392266 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -1393185.250000 Penalty: 951.586914 Iteration 6F: 3 clusters Score -1393185 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 14775 members Entering Unmasked Estep Score: -1393534.375000 Penalty: 951.586914 Iteration 7Q: 3 clusters Score -1393534 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20210 members Mstep: Class 2 contains 14577 members Entering Unmasked Estep Score: -1393650.875000 Penalty: 951.586914 Iteration 8Q: 3 clusters Score -1393651 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20431 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -1393708.375000 Penalty: 951.586914 Iteration 9Q: 3 clusters Score -1393708 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20679 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -1393753.625000 Penalty: 951.586914 Iteration 10Q: 3 clusters Score -1393754 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -1393815.375000 Penalty: 951.586914 Iteration 11Q: 3 clusters Score -1393815 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21227 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -1393881.500000 Penalty: 951.586914 Iteration 12Q: 3 clusters Score -1393882 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21527 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -1393948.500000 Penalty: 951.586914 Iteration 13Q: 3 clusters Score -1393948 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21836 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -1394009.625000 Penalty: 951.586914 Iteration 14Q: 3 clusters Score -1394010 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22157 members Mstep: Class 2 contains 12630 members Entering Unmasked Estep Score: -1394071.875000 Penalty: 951.586914 Iteration 15Q: 3 clusters Score -1394072 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22516 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1394150.625000 Penalty: 951.586914 Iteration 16Q: 3 clusters Score -1394151 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1394246.875000 Penalty: 951.586914 Iteration 17Q: 3 clusters Score -1394247 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23345 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -1394343.125000 Penalty: 951.586914 Iteration 18Q: 3 clusters Score -1394343 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23824 members Mstep: Class 2 contains 10963 members Entering Unmasked Estep Score: -1394476.875000 Penalty: 951.586914 Iteration 19Q: 3 clusters Score -1394477 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24374 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1394647.375000 Penalty: 951.586914 Iteration 20F: 3 clusters Score -1394647 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24910 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1394823.875000 Penalty: 951.586914 Iteration 21Q: 3 clusters Score -1394824 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25486 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -1395021.875000 Penalty: 951.586914 Iteration 22Q: 3 clusters Score -1395022 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26063 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -1395231.875000 Penalty: 951.586914 Iteration 23Q: 3 clusters Score -1395232 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26659 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -1395454.375000 Penalty: 951.586914 Iteration 24Q: 3 clusters Score -1395454 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27270 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1395687.000000 Penalty: 951.586914 Iteration 25Q: 3 clusters Score -1395687 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27868 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -1395944.250000 Penalty: 951.586914 Iteration 26Q: 3 clusters Score -1395944 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28447 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1396193.875000 Penalty: 951.586914 Iteration 27Q: 3 clusters Score -1396194 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29029 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1396488.250000 Penalty: 951.586914 Iteration 28Q: 3 clusters Score -1396488 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29587 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1396785.000000 Penalty: 951.586914 Iteration 29Q: 3 clusters Score -1396785 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30118 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -1397083.750000 Penalty: 951.586914 Iteration 30Q: 3 clusters Score -1397084 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30570 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1397343.750000 Penalty: 951.586914 Iteration 31Q: 3 clusters Score -1397344 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31000 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1397621.125000 Penalty: 951.586914 Iteration 32Q: 3 clusters Score -1397621 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31365 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1397865.750000 Penalty: 951.586914 Iteration 33Q: 3 clusters Score -1397866 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31670 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1398063.125000 Penalty: 951.586914 Iteration 34Q: 3 clusters Score -1398063 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -1398241.000000 Penalty: 951.586914 Iteration 35Q: 3 clusters Score -1398241 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32130 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1398384.625000 Penalty: 951.586914 Iteration 36Q: 3 clusters Score -1398385 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32317 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1398505.000000 Penalty: 951.586914 Iteration 37Q: 3 clusters Score -1398505 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32489 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1398607.250000 Penalty: 951.586914 Iteration 38Q: 3 clusters Score -1398607 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32655 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1398710.875000 Penalty: 951.586914 Iteration 39Q: 3 clusters Score -1398711 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32809 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1398791.250000 Penalty: 951.586914 Iteration 40F: 3 clusters Score -1398791 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32942 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1398856.625000 Penalty: 951.586914 Iteration 41Q: 3 clusters Score -1398857 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33050 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1398892.250000 Penalty: 951.586914 Iteration 42Q: 3 clusters Score -1398892 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33159 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1398933.375000 Penalty: 951.586914 Iteration 43Q: 3 clusters Score -1398933 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33269 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1398979.125000 Penalty: 951.586914 Iteration 44Q: 3 clusters Score -1398979 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33366 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1399013.000000 Penalty: 951.586914 Iteration 45Q: 3 clusters Score -1399013 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33447 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1399037.625000 Penalty: 951.586914 Iteration 46Q: 3 clusters Score -1399038 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33527 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1399059.750000 Penalty: 951.586914 Iteration 47Q: 3 clusters Score -1399060 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33592 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1399082.750000 Penalty: 951.586914 Iteration 48Q: 3 clusters Score -1399083 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33658 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1399097.375000 Penalty: 951.586914 Iteration 49Q: 3 clusters Score -1399097 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33709 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1399111.750000 Penalty: 951.586914 Iteration 50Q: 3 clusters Score -1399112 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33752 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1399121.750000 Penalty: 951.586914 Iteration 51Q: 3 clusters Score -1399122 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33789 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1399132.875000 Penalty: 951.586914 Iteration 52Q: 3 clusters Score -1399133 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33826 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1399146.250000 Penalty: 951.586914 Iteration 53Q: 3 clusters Score -1399146 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33863 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1399154.625000 Penalty: 951.586914 Iteration 54Q: 3 clusters Score -1399155 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33902 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1399166.250000 Penalty: 951.586914 Iteration 55Q: 3 clusters Score -1399166 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33929 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1399173.125000 Penalty: 951.586914 Iteration 56Q: 3 clusters Score -1399173 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33945 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1399174.250000 Penalty: 951.586914 Iteration 57Q: 3 clusters Score -1399174 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33962 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1399178.500000 Penalty: 951.586914 Iteration 58Q: 3 clusters Score -1399178 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33979 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1399181.250000 Penalty: 951.586914 Iteration 59Q: 3 clusters Score -1399181 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33992 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1399180.625000 Penalty: 951.586914 Iteration 60F: 3 clusters Score -1399181 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34001 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1399181.875000 Penalty: 951.586914 Iteration 61Q: 3 clusters Score -1399182 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34014 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1399185.500000 Penalty: 951.586914 Iteration 62Q: 3 clusters Score -1399186 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34029 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1399190.125000 Penalty: 951.586914 Iteration 63Q: 3 clusters Score -1399190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34039 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1399194.375000 Penalty: 951.586914 Iteration 64Q: 3 clusters Score -1399194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34049 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1399197.750000 Penalty: 951.586914 Iteration 65Q: 3 clusters Score -1399198 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34065 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1399198.875000 Penalty: 951.586914 Iteration 66Q: 3 clusters Score -1399199 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34080 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1399197.500000 Penalty: 951.586914 Iteration 67Q: 3 clusters Score -1399198 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34093 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1399199.750000 Penalty: 951.586914 Iteration 68Q: 3 clusters Score -1399200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34097 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1399204.625000 Penalty: 951.586914 Iteration 69Q: 3 clusters Score -1399205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34103 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1399209.375000 Penalty: 951.586914 Iteration 70Q: 3 clusters Score -1399209 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34113 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1399213.625000 Penalty: 951.586914 Iteration 71Q: 3 clusters Score -1399214 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34125 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -1399215.750000 Penalty: 951.586914 Iteration 72Q: 3 clusters Score -1399216 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34136 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1399216.500000 Penalty: 951.586914 Iteration 73Q: 3 clusters Score -1399216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34147 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1399219.125000 Penalty: 951.586914 Iteration 74Q: 3 clusters Score -1399219 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34156 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1399222.125000 Penalty: 951.586914 Iteration 75Q: 3 clusters Score -1399222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34164 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1399224.750000 Penalty: 951.586914 Iteration 76Q: 3 clusters Score -1399225 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34174 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1399224.875000 Penalty: 951.586914 Iteration 77Q: 3 clusters Score -1399225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34180 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1399226.625000 Penalty: 951.586914 Iteration 78Q: 3 clusters Score -1399227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34188 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1399225.000000 Penalty: 951.586914 Iteration 79Q: 3 clusters Score -1399225 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34196 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1399227.500000 Penalty: 951.586914 Iteration 80F: 3 clusters Score -1399228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34206 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1399228.250000 Penalty: 951.586914 Iteration 81Q: 3 clusters Score -1399228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34212 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1399230.625000 Penalty: 951.586914 Iteration 82Q: 3 clusters Score -1399231 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34218 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1399231.750000 Penalty: 951.586914 Iteration 83Q: 3 clusters Score -1399232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34226 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1399233.750000 Penalty: 951.586914 Iteration 84Q: 3 clusters Score -1399234 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34234 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1399236.000000 Penalty: 951.586914 Iteration 85Q: 3 clusters Score -1399236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34241 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1399237.875000 Penalty: 951.586914 Iteration 86Q: 3 clusters Score -1399238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34245 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1399239.875000 Penalty: 951.586914 Iteration 87Q: 3 clusters Score -1399240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34246 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1399239.500000 Penalty: 951.586914 Iteration 88Q: 3 clusters Score -1399240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34246 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1399239.500000 Penalty: 951.586914 Iteration 89F: 3 clusters Score -1399240 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Entering Unmasked Estep Score: -372460.125000 Penalty: 416.913513 Iteration 0F: 2 clusters Score -372460.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -366065.750000 Penalty: 833.827026 Iteration 0F: 3 clusters Score -366065.8 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -368867.312500 Penalty: 833.827026 Iteration 1F: 3 clusters Score -368867.3 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -369327.062500 Penalty: 833.827026 Iteration 2F: 3 clusters Score -369327.1 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -369863.562500 Penalty: 833.827026 Iteration 3F: 3 clusters Score -369863.6 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -370398.812500 Penalty: 833.827026 Iteration 4F: 3 clusters Score -370398.8 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -370932.281250 Penalty: 833.827026 Iteration 5F: 3 clusters Score -370932.3 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -371328.250000 Penalty: 833.827026 Iteration 6F: 3 clusters Score -371328.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -371520.531250 Penalty: 833.827026 Iteration 7Q: 3 clusters Score -371520.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -371613.125000 Penalty: 833.827026 Iteration 8Q: 3 clusters Score -371613.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -371664.375000 Penalty: 833.827026 Iteration 9Q: 3 clusters Score -371664.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -371693.281250 Penalty: 833.827026 Iteration 10Q: 3 clusters Score -371693.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -371715.218750 Penalty: 833.827026 Iteration 11Q: 3 clusters Score -371715.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -371729.875000 Penalty: 833.827026 Iteration 12Q: 3 clusters Score -371729.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -371743.437500 Penalty: 833.827026 Iteration 13Q: 3 clusters Score -371743.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -371757.781250 Penalty: 833.827026 Iteration 14Q: 3 clusters Score -371757.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -371769.375000 Penalty: 833.827026 Iteration 15Q: 3 clusters Score -371769.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -371777.500000 Penalty: 833.827026 Iteration 16Q: 3 clusters Score -371777.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -371788.625000 Penalty: 833.827026 Iteration 17Q: 3 clusters Score -371788.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -371798.875000 Penalty: 833.827026 Iteration 18Q: 3 clusters Score -371798.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -371810.187500 Penalty: 833.827026 Iteration 19Q: 3 clusters Score -371810.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -371827.500000 Penalty: 833.827026 Iteration 20F: 3 clusters Score -371827.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -371840.906250 Penalty: 833.827026 Iteration 21Q: 3 clusters Score -371840.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -371856.625000 Penalty: 833.827026 Iteration 22Q: 3 clusters Score -371856.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 7506 members Entering Unmasked Estep Score: -371874.343750 Penalty: 833.827026 Iteration 23Q: 3 clusters Score -371874.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -371885.843750 Penalty: 833.827026 Iteration 24Q: 3 clusters Score -371885.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -371897.968750 Penalty: 833.827026 Iteration 25Q: 3 clusters Score -371898 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -371909.656250 Penalty: 833.827026 Iteration 26Q: 3 clusters Score -371909.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -371920.812500 Penalty: 833.827026 Iteration 27Q: 3 clusters Score -371920.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -371930.187500 Penalty: 833.827026 Iteration 28Q: 3 clusters Score -371930.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -371940.218750 Penalty: 833.827026 Iteration 29Q: 3 clusters Score -371940.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -371950.375000 Penalty: 833.827026 Iteration 30Q: 3 clusters Score -371950.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -371962.125000 Penalty: 833.827026 Iteration 31Q: 3 clusters Score -371962.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -371974.187500 Penalty: 833.827026 Iteration 32Q: 3 clusters Score -371974.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -371985.750000 Penalty: 833.827026 Iteration 33Q: 3 clusters Score -371985.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -371996.562500 Penalty: 833.827026 Iteration 34Q: 3 clusters Score -371996.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -372005.531250 Penalty: 833.827026 Iteration 35Q: 3 clusters Score -372005.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -372015.406250 Penalty: 833.827026 Iteration 36Q: 3 clusters Score -372015.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -372026.875000 Penalty: 833.827026 Iteration 37Q: 3 clusters Score -372026.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -372035.875000 Penalty: 833.827026 Iteration 38Q: 3 clusters Score -372035.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -372040.031250 Penalty: 833.827026 Iteration 39Q: 3 clusters Score -372040 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -372047.687500 Penalty: 833.827026 Iteration 40F: 3 clusters Score -372047.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -372054.343750 Penalty: 833.827026 Iteration 41Q: 3 clusters Score -372054.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -372060.937500 Penalty: 833.827026 Iteration 42Q: 3 clusters Score -372060.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -372064.031250 Penalty: 833.827026 Iteration 43Q: 3 clusters Score -372064 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -372066.750000 Penalty: 833.827026 Iteration 44Q: 3 clusters Score -372066.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -372068.906250 Penalty: 833.827026 Iteration 45Q: 3 clusters Score -372068.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -372070.656250 Penalty: 833.827026 Iteration 46Q: 3 clusters Score -372070.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -372071.562500 Penalty: 833.827026 Iteration 47Q: 3 clusters Score -372071.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -372073.781250 Penalty: 833.827026 Iteration 48Q: 3 clusters Score -372073.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -372078.062500 Penalty: 833.827026 Iteration 49Q: 3 clusters Score -372078.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -372083.781250 Penalty: 833.827026 Iteration 50Q: 3 clusters Score -372083.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -372088.343750 Penalty: 833.827026 Iteration 51Q: 3 clusters Score -372088.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -372096.125000 Penalty: 833.827026 Iteration 52Q: 3 clusters Score -372096.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -372103.656250 Penalty: 833.827026 Iteration 53Q: 3 clusters Score -372103.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -372107.906250 Penalty: 833.827026 Iteration 54Q: 3 clusters Score -372107.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -372120.406250 Penalty: 833.827026 Iteration 55Q: 3 clusters Score -372120.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -372131.937500 Penalty: 833.827026 Iteration 56Q: 3 clusters Score -372131.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -372145.343750 Penalty: 833.827026 Iteration 57Q: 3 clusters Score -372145.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -372155.656250 Penalty: 833.827026 Iteration 58Q: 3 clusters Score -372155.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -372164.781250 Penalty: 833.827026 Iteration 59Q: 3 clusters Score -372164.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -372172.312500 Penalty: 833.827026 Iteration 60F: 3 clusters Score -372172.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -372177.718750 Penalty: 833.827026 Iteration 61Q: 3 clusters Score -372177.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -372183.031250 Penalty: 833.827026 Iteration 62Q: 3 clusters Score -372183 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -372184.468750 Penalty: 833.827026 Iteration 63Q: 3 clusters Score -372184.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -372188.000000 Penalty: 833.827026 Iteration 64Q: 3 clusters Score -372188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -372190.093750 Penalty: 833.827026 Iteration 65Q: 3 clusters Score -372190.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -372191.625000 Penalty: 833.827026 Iteration 66Q: 3 clusters Score -372191.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -372192.406250 Penalty: 833.827026 Iteration 67Q: 3 clusters Score -372192.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -372193.218750 Penalty: 833.827026 Iteration 68Q: 3 clusters Score -372193.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -372193.093750 Penalty: 833.827026 Iteration 69Q: 3 clusters Score -372193.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -372192.968750 Penalty: 833.827026 Iteration 70Q: 3 clusters Score -372193 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -372194.593750 Penalty: 833.827026 Iteration 71Q: 3 clusters Score -372194.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -372194.406250 Penalty: 833.827026 Iteration 72Q: 3 clusters Score -372194.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -372196.187500 Penalty: 833.827026 Iteration 73Q: 3 clusters Score -372196.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -372196.500000 Penalty: 833.827026 Iteration 74Q: 3 clusters Score -372196.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -372196.968750 Penalty: 833.827026 Iteration 75Q: 3 clusters Score -372197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -372197.218750 Penalty: 833.827026 Iteration 76Q: 3 clusters Score -372197.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -372197.437500 Penalty: 833.827026 Iteration 77Q: 3 clusters Score -372197.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -372197.875000 Penalty: 833.827026 Iteration 78Q: 3 clusters Score -372197.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -372197.968750 Penalty: 833.827026 Iteration 79Q: 3 clusters Score -372198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -372197.156250 Penalty: 833.827026 Iteration 80F: 3 clusters Score -372197.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -372197.375000 Penalty: 833.827026 Iteration 81Q: 3 clusters Score -372197.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -372197.375000 Penalty: 833.827026 Iteration 82F: 3 clusters Score -372197.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Entering Unmasked Estep Score: -75152.210938 Penalty: 345.199554 Iteration 0F: 2 clusters Score -75152.21 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 1002 members Entering Unmasked Estep Score: -73780.351562 Penalty: 690.399109 Iteration 0F: 3 clusters Score -73780.35 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -74311.828125 Penalty: 690.399109 Iteration 1F: 3 clusters Score -74311.83 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -74441.078125 Penalty: 690.399109 Iteration 2F: 3 clusters Score -74441.08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -74551.375000 Penalty: 690.399109 Iteration 3F: 3 clusters Score -74551.38 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -74661.656250 Penalty: 690.399109 Iteration 4F: 3 clusters Score -74661.66 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -74761.460938 Penalty: 690.399109 Iteration 5F: 3 clusters Score -74761.46 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -74827.078125 Penalty: 690.399109 Iteration 6Q: 3 clusters Score -74827.08 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -74869.765625 Penalty: 690.399109 Iteration 7Q: 3 clusters Score -74869.77 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -74904.976562 Penalty: 690.399109 Iteration 8Q: 3 clusters Score -74904.98 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -74929.914062 Penalty: 690.399109 Iteration 9Q: 3 clusters Score -74929.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -74944.843750 Penalty: 690.399109 Iteration 10Q: 3 clusters Score -74944.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -74954.320312 Penalty: 690.399109 Iteration 11Q: 3 clusters Score -74954.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -74961.429688 Penalty: 690.399109 Iteration 12Q: 3 clusters Score -74961.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -74969.382812 Penalty: 690.399109 Iteration 13Q: 3 clusters Score -74969.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -74977.015625 Penalty: 690.399109 Iteration 14Q: 3 clusters Score -74977.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -74978.820312 Penalty: 690.399109 Iteration 15Q: 3 clusters Score -74978.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -74980.453125 Penalty: 690.399109 Iteration 16Q: 3 clusters Score -74980.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -74981.750000 Penalty: 690.399109 Iteration 17Q: 3 clusters Score -74981.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -74984.062500 Penalty: 690.399109 Iteration 18Q: 3 clusters Score -74984.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -74985.351562 Penalty: 690.399109 Iteration 19Q: 3 clusters Score -74985.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -74986.117188 Penalty: 690.399109 Iteration 20F: 3 clusters Score -74986.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -74987.171875 Penalty: 690.399109 Iteration 21Q: 3 clusters Score -74987.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -74988.031250 Penalty: 690.399109 Iteration 22Q: 3 clusters Score -74988.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -74988.593750 Penalty: 690.399109 Iteration 23Q: 3 clusters Score -74988.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -74988.921875 Penalty: 690.399109 Iteration 24Q: 3 clusters Score -74988.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -74989.031250 Penalty: 690.399109 Iteration 25Q: 3 clusters Score -74989.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -74989.507812 Penalty: 690.399109 Iteration 26Q: 3 clusters Score -74989.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -74989.953125 Penalty: 690.399109 Iteration 27Q: 3 clusters Score -74989.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -74990.359375 Penalty: 690.399109 Iteration 28Q: 3 clusters Score -74990.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -74990.851562 Penalty: 690.399109 Iteration 29Q: 3 clusters Score -74990.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -74991.539062 Penalty: 690.399109 Iteration 30Q: 3 clusters Score -74991.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -74992.281250 Penalty: 690.399109 Iteration 31Q: 3 clusters Score -74992.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -74992.531250 Penalty: 690.399109 Iteration 32Q: 3 clusters Score -74992.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -74992.625000 Penalty: 690.399109 Iteration 33Q: 3 clusters Score -74992.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -74992.625000 Penalty: 690.399109 Iteration 34F: 3 clusters Score -74992.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Entering Unmasked Estep Score: -111498.789062 Penalty: 359.174500 Iteration 0F: 2 clusters Score -111498.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -109615.234375 Penalty: 718.348999 Iteration 0F: 3 clusters Score -109615.2 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -110296.640625 Penalty: 718.348999 Iteration 1F: 3 clusters Score -110296.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -110443.640625 Penalty: 718.348999 Iteration 2F: 3 clusters Score -110443.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -110579.867188 Penalty: 718.348999 Iteration 3F: 3 clusters Score -110579.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -110702.882812 Penalty: 718.348999 Iteration 4F: 3 clusters Score -110702.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -110805.140625 Penalty: 718.348999 Iteration 5F: 3 clusters Score -110805.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -110882.406250 Penalty: 718.348999 Iteration 6Q: 3 clusters Score -110882.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -110935.937500 Penalty: 718.348999 Iteration 7Q: 3 clusters Score -110935.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110983.875000 Penalty: 718.348999 Iteration 8Q: 3 clusters Score -110983.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -111018.796875 Penalty: 718.348999 Iteration 9Q: 3 clusters Score -111018.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -111040.250000 Penalty: 718.348999 Iteration 10Q: 3 clusters Score -111040.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -111053.445312 Penalty: 718.348999 Iteration 11Q: 3 clusters Score -111053.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -111065.101562 Penalty: 718.348999 Iteration 12Q: 3 clusters Score -111065.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -111079.023438 Penalty: 718.348999 Iteration 13Q: 3 clusters Score -111079 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -111094.218750 Penalty: 718.348999 Iteration 14Q: 3 clusters Score -111094.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -111108.906250 Penalty: 718.348999 Iteration 15Q: 3 clusters Score -111108.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -111122.429688 Penalty: 718.348999 Iteration 16Q: 3 clusters Score -111122.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -111137.109375 Penalty: 718.348999 Iteration 17Q: 3 clusters Score -111137.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -111146.562500 Penalty: 718.348999 Iteration 18Q: 3 clusters Score -111146.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -111154.343750 Penalty: 718.348999 Iteration 19Q: 3 clusters Score -111154.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -111160.726562 Penalty: 718.348999 Iteration 20F: 3 clusters Score -111160.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -111164.304688 Penalty: 718.348999 Iteration 21Q: 3 clusters Score -111164.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -111165.765625 Penalty: 718.348999 Iteration 22Q: 3 clusters Score -111165.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -111167.132812 Penalty: 718.348999 Iteration 23Q: 3 clusters Score -111167.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -111168.570312 Penalty: 718.348999 Iteration 24Q: 3 clusters Score -111168.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -111174.062500 Penalty: 718.348999 Iteration 25Q: 3 clusters Score -111174.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -111177.546875 Penalty: 718.348999 Iteration 26Q: 3 clusters Score -111177.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -111180.875000 Penalty: 718.348999 Iteration 27Q: 3 clusters Score -111180.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -111184.812500 Penalty: 718.348999 Iteration 28Q: 3 clusters Score -111184.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -111187.796875 Penalty: 718.348999 Iteration 29Q: 3 clusters Score -111187.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -111189.453125 Penalty: 718.348999 Iteration 30Q: 3 clusters Score -111189.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -111191.250000 Penalty: 718.348999 Iteration 31Q: 3 clusters Score -111191.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -111192.781250 Penalty: 718.348999 Iteration 32Q: 3 clusters Score -111192.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -111193.179688 Penalty: 718.348999 Iteration 33Q: 3 clusters Score -111193.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -111193.179688 Penalty: 718.348999 Iteration 34F: 3 clusters Score -111193.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Entering Unmasked Estep Score: -453587.281250 Penalty: 422.593292 Iteration 0F: 2 clusters Score -453587.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -446351.406250 Penalty: 845.186584 Iteration 0F: 3 clusters Score -446351.4 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -449511.468750 Penalty: 845.186584 Iteration 1F: 3 clusters Score -449511.5 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -449982.406250 Penalty: 845.186584 Iteration 2F: 3 clusters Score -449982.4 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -450604.156250 Penalty: 845.186584 Iteration 3F: 3 clusters Score -450604.2 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -451218.437500 Penalty: 845.186584 Iteration 4F: 3 clusters Score -451218.4 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -451712.656250 Penalty: 845.186584 Iteration 5F: 3 clusters Score -451712.7 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -452016.937500 Penalty: 845.186584 Iteration 6Q: 3 clusters Score -452016.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -452200.187500 Penalty: 845.186584 Iteration 7Q: 3 clusters Score -452200.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -452324.625000 Penalty: 845.186584 Iteration 8Q: 3 clusters Score -452324.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -452424.937500 Penalty: 845.186584 Iteration 9Q: 3 clusters Score -452424.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -452547.250000 Penalty: 845.186584 Iteration 10Q: 3 clusters Score -452547.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -452655.031250 Penalty: 845.186584 Iteration 11Q: 3 clusters Score -452655 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -452760.156250 Penalty: 845.186584 Iteration 12Q: 3 clusters Score -452760.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -452833.375000 Penalty: 845.186584 Iteration 13Q: 3 clusters Score -452833.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -452893.000000 Penalty: 845.186584 Iteration 14Q: 3 clusters Score -452893 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -452939.437500 Penalty: 845.186584 Iteration 15Q: 3 clusters Score -452939.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -452971.812500 Penalty: 845.186584 Iteration 16Q: 3 clusters Score -452971.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -453006.125000 Penalty: 845.186584 Iteration 17Q: 3 clusters Score -453006.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -453037.781250 Penalty: 845.186584 Iteration 18Q: 3 clusters Score -453037.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -453073.187500 Penalty: 845.186584 Iteration 19Q: 3 clusters Score -453073.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -453095.218750 Penalty: 845.186584 Iteration 20F: 3 clusters Score -453095.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -453120.406250 Penalty: 845.186584 Iteration 21Q: 3 clusters Score -453120.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -453149.218750 Penalty: 845.186584 Iteration 22Q: 3 clusters Score -453149.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -453166.875000 Penalty: 845.186584 Iteration 23Q: 3 clusters Score -453166.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -453181.156250 Penalty: 845.186584 Iteration 24Q: 3 clusters Score -453181.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10545 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -453186.000000 Penalty: 845.186584 Iteration 25Q: 3 clusters Score -453186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10549 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -453188.843750 Penalty: 845.186584 Iteration 26Q: 3 clusters Score -453188.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -453191.906250 Penalty: 845.186584 Iteration 27Q: 3 clusters Score -453191.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -453197.656250 Penalty: 845.186584 Iteration 28Q: 3 clusters Score -453197.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -453204.968750 Penalty: 845.186584 Iteration 29Q: 3 clusters Score -453205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -453209.875000 Penalty: 845.186584 Iteration 30Q: 3 clusters Score -453209.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -453211.593750 Penalty: 845.186584 Iteration 31Q: 3 clusters Score -453211.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -453213.625000 Penalty: 845.186584 Iteration 32Q: 3 clusters Score -453213.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -453218.343750 Penalty: 845.186584 Iteration 33Q: 3 clusters Score -453218.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -453219.218750 Penalty: 845.186584 Iteration 34Q: 3 clusters Score -453219.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -453221.156250 Penalty: 845.186584 Iteration 35Q: 3 clusters Score -453221.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -453225.125000 Penalty: 845.186584 Iteration 36Q: 3 clusters Score -453225.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -453226.062500 Penalty: 845.186584 Iteration 37Q: 3 clusters Score -453226.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -453226.062500 Penalty: 845.186584 Iteration 38F: 3 clusters Score -453226.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -11317.862305 Penalty: 272.951630 Iteration 0F: 2 clusters Score -11317.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -10931.424805 Penalty: 545.903259 Iteration 0F: 3 clusters Score -10931.42 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -11095.774414 Penalty: 545.903259 Iteration 1F: 3 clusters Score -11095.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -11142.768555 Penalty: 545.903259 Iteration 2F: 3 clusters Score -11142.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11153.916016 Penalty: 545.903259 Iteration 3Q: 3 clusters Score -11153.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11156.132812 Penalty: 545.903259 Iteration 4Q: 3 clusters Score -11156.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11157.221680 Penalty: 545.903259 Iteration 5Q: 3 clusters Score -11157.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11157.848633 Penalty: 545.903259 Iteration 6Q: 3 clusters Score -11157.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11157.848633 Penalty: 545.903259 Iteration 7F: 3 clusters Score -11157.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (33342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33342 members Entering Unmasked Estep Score: -1315004.000000 Penalty: 473.863068 Iteration 0F: 2 clusters Score -1315004 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 16690 members Entering Unmasked Estep Score: -1292754.375000 Penalty: 947.726135 Iteration 0F: 3 clusters Score -1292754 nChanged 16011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 16949 members Entering Unmasked Estep Score: -1302665.875000 Penalty: 947.726135 Iteration 1F: 3 clusters Score -1302666 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -1303670.625000 Penalty: 947.726135 Iteration 2F: 3 clusters Score -1303671 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -1305059.375000 Penalty: 947.726135 Iteration 3F: 3 clusters Score -1305059 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15582 members Mstep: Class 2 contains 17760 members Entering Unmasked Estep Score: -1306863.875000 Penalty: 947.726135 Iteration 4F: 3 clusters Score -1306864 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -1308631.125000 Penalty: 947.726135 Iteration 5F: 3 clusters Score -1308631 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14170 members Mstep: Class 2 contains 19172 members Entering Unmasked Estep Score: -1309929.250000 Penalty: 947.726135 Iteration 6F: 3 clusters Score -1309929 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 19872 members Entering Unmasked Estep Score: -1310593.125000 Penalty: 947.726135 Iteration 7Q: 3 clusters Score -1310593 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 20481 members Entering Unmasked Estep Score: -1310915.750000 Penalty: 947.726135 Iteration 8Q: 3 clusters Score -1310916 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 21027 members Entering Unmasked Estep Score: -1311137.625000 Penalty: 947.726135 Iteration 9Q: 3 clusters Score -1311138 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -1311309.000000 Penalty: 947.726135 Iteration 10Q: 3 clusters Score -1311309 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 22050 members Entering Unmasked Estep Score: -1311448.750000 Penalty: 947.726135 Iteration 11Q: 3 clusters Score -1311449 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10784 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -1311588.375000 Penalty: 947.726135 Iteration 12Q: 3 clusters Score -1311588 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 23004 members Entering Unmasked Estep Score: -1311718.625000 Penalty: 947.726135 Iteration 13Q: 3 clusters Score -1311719 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 23457 members Entering Unmasked Estep Score: -1311836.125000 Penalty: 947.726135 Iteration 14Q: 3 clusters Score -1311836 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 23902 members Entering Unmasked Estep Score: -1311952.500000 Penalty: 947.726135 Iteration 15Q: 3 clusters Score -1311952 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 24352 members Entering Unmasked Estep Score: -1312065.375000 Penalty: 947.726135 Iteration 16Q: 3 clusters Score -1312065 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 24786 members Entering Unmasked Estep Score: -1312175.625000 Penalty: 947.726135 Iteration 17Q: 3 clusters Score -1312176 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 25214 members Entering Unmasked Estep Score: -1312286.000000 Penalty: 947.726135 Iteration 18Q: 3 clusters Score -1312286 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 25647 members Entering Unmasked Estep Score: -1312404.125000 Penalty: 947.726135 Iteration 19Q: 3 clusters Score -1312404 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -1312507.250000 Penalty: 947.726135 Iteration 20F: 3 clusters Score -1312507 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 26434 members Entering Unmasked Estep Score: -1312605.625000 Penalty: 947.726135 Iteration 21Q: 3 clusters Score -1312606 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 26770 members Entering Unmasked Estep Score: -1312681.000000 Penalty: 947.726135 Iteration 22Q: 3 clusters Score -1312681 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 27134 members Entering Unmasked Estep Score: -1312771.625000 Penalty: 947.726135 Iteration 23Q: 3 clusters Score -1312772 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -1312858.000000 Penalty: 947.726135 Iteration 24Q: 3 clusters Score -1312858 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 27850 members Entering Unmasked Estep Score: -1312940.875000 Penalty: 947.726135 Iteration 25Q: 3 clusters Score -1312941 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -1313030.625000 Penalty: 947.726135 Iteration 26Q: 3 clusters Score -1313031 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 28545 members Entering Unmasked Estep Score: -1313117.625000 Penalty: 947.726135 Iteration 27Q: 3 clusters Score -1313118 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 28877 members Entering Unmasked Estep Score: -1313206.500000 Penalty: 947.726135 Iteration 28Q: 3 clusters Score -1313206 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 29206 members Entering Unmasked Estep Score: -1313303.250000 Penalty: 947.726135 Iteration 29Q: 3 clusters Score -1313303 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 29532 members Entering Unmasked Estep Score: -1313387.500000 Penalty: 947.726135 Iteration 30Q: 3 clusters Score -1313388 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 29839 members Entering Unmasked Estep Score: -1313462.875000 Penalty: 947.726135 Iteration 31Q: 3 clusters Score -1313463 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 30124 members Entering Unmasked Estep Score: -1313546.000000 Penalty: 947.726135 Iteration 32Q: 3 clusters Score -1313546 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 30423 members Entering Unmasked Estep Score: -1313639.250000 Penalty: 947.726135 Iteration 33Q: 3 clusters Score -1313639 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 30695 members Entering Unmasked Estep Score: -1313711.750000 Penalty: 947.726135 Iteration 34Q: 3 clusters Score -1313712 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 30939 members Entering Unmasked Estep Score: -1313779.375000 Penalty: 947.726135 Iteration 35Q: 3 clusters Score -1313779 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 31170 members Entering Unmasked Estep Score: -1313848.750000 Penalty: 947.726135 Iteration 36Q: 3 clusters Score -1313849 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 31409 members Entering Unmasked Estep Score: -1313935.750000 Penalty: 947.726135 Iteration 37Q: 3 clusters Score -1313936 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 31646 members Entering Unmasked Estep Score: -1314022.250000 Penalty: 947.726135 Iteration 38Q: 3 clusters Score -1314022 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 31848 members Entering Unmasked Estep Score: -1314088.375000 Penalty: 947.726135 Iteration 39Q: 3 clusters Score -1314088 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 32028 members Entering Unmasked Estep Score: -1314157.625000 Penalty: 947.726135 Iteration 40F: 3 clusters Score -1314158 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 32196 members Entering Unmasked Estep Score: -1314224.250000 Penalty: 947.726135 Iteration 41Q: 3 clusters Score -1314224 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 32343 members Entering Unmasked Estep Score: -1314284.250000 Penalty: 947.726135 Iteration 42Q: 3 clusters Score -1314284 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 32485 members Entering Unmasked Estep Score: -1314342.375000 Penalty: 947.726135 Iteration 43Q: 3 clusters Score -1314342 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 32592 members Entering Unmasked Estep Score: -1314385.625000 Penalty: 947.726135 Iteration 44Q: 3 clusters Score -1314386 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 32687 members Entering Unmasked Estep Score: -1314419.375000 Penalty: 947.726135 Iteration 45Q: 3 clusters Score -1314419 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 32788 members Entering Unmasked Estep Score: -1314462.625000 Penalty: 947.726135 Iteration 46Q: 3 clusters Score -1314463 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 32866 members Entering Unmasked Estep Score: -1314491.000000 Penalty: 947.726135 Iteration 47Q: 3 clusters Score -1314491 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 32921 members Entering Unmasked Estep Score: -1314515.000000 Penalty: 947.726135 Iteration 48Q: 3 clusters Score -1314515 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 32967 members Entering Unmasked Estep Score: -1314538.500000 Penalty: 947.726135 Iteration 49Q: 3 clusters Score -1314538 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 32999 members Entering Unmasked Estep Score: -1314551.875000 Penalty: 947.726135 Iteration 50Q: 3 clusters Score -1314552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 33027 members Entering Unmasked Estep Score: -1314566.750000 Penalty: 947.726135 Iteration 51Q: 3 clusters Score -1314567 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 33052 members Entering Unmasked Estep Score: -1314577.125000 Penalty: 947.726135 Iteration 52Q: 3 clusters Score -1314577 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 33065 members Entering Unmasked Estep Score: -1314584.125000 Penalty: 947.726135 Iteration 53Q: 3 clusters Score -1314584 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 33078 members Entering Unmasked Estep Score: -1314590.250000 Penalty: 947.726135 Iteration 54Q: 3 clusters Score -1314590 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 33088 members Entering Unmasked Estep Score: -1314594.875000 Penalty: 947.726135 Iteration 55Q: 3 clusters Score -1314595 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 33100 members Entering Unmasked Estep Score: -1314600.250000 Penalty: 947.726135 Iteration 56Q: 3 clusters Score -1314600 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 33112 members Entering Unmasked Estep Score: -1314602.125000 Penalty: 947.726135 Iteration 57Q: 3 clusters Score -1314602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 33118 members Entering Unmasked Estep Score: -1314604.625000 Penalty: 947.726135 Iteration 58Q: 3 clusters Score -1314605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 33124 members Entering Unmasked Estep Score: -1314607.875000 Penalty: 947.726135 Iteration 59Q: 3 clusters Score -1314608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 33127 members Entering Unmasked Estep Score: -1314609.375000 Penalty: 947.726135 Iteration 60F: 3 clusters Score -1314609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 33132 members Entering Unmasked Estep Score: -1314611.750000 Penalty: 947.726135 Iteration 61Q: 3 clusters Score -1314612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -1314610.875000 Penalty: 947.726135 Iteration 62Q: 3 clusters Score -1314611 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -1314611.000000 Penalty: 947.726135 Iteration 63Q: 3 clusters Score -1314611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 33134 members Entering Unmasked Estep Score: -1314613.000000 Penalty: 947.726135 Iteration 64Q: 3 clusters Score -1314613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 33135 members Entering Unmasked Estep Score: -1314614.250000 Penalty: 947.726135 Iteration 65Q: 3 clusters Score -1314614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 33136 members Entering Unmasked Estep Score: -1314613.625000 Penalty: 947.726135 Iteration 66Q: 3 clusters Score -1314614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 33136 members Entering Unmasked Estep Score: -1314613.625000 Penalty: 947.726135 Iteration 67F: 3 clusters Score -1314614 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -28396.347656 Penalty: 301.273956 Iteration 0F: 2 clusters Score -28396.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -27767.917969 Penalty: 602.547913 Iteration 0F: 3 clusters Score -27767.92 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -27930.890625 Penalty: 602.547913 Iteration 1F: 3 clusters Score -27930.89 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -27971.408203 Penalty: 602.547913 Iteration 2F: 3 clusters Score -27971.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -27994.119141 Penalty: 602.547913 Iteration 3F: 3 clusters Score -27994.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -28004.923828 Penalty: 602.547913 Iteration 4Q: 3 clusters Score -28004.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -28016.384766 Penalty: 602.547913 Iteration 5Q: 3 clusters Score -28016.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -28020.425781 Penalty: 602.547913 Iteration 6Q: 3 clusters Score -28020.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -28024.935547 Penalty: 602.547913 Iteration 7Q: 3 clusters Score -28024.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -28029.642578 Penalty: 602.547913 Iteration 8Q: 3 clusters Score -28029.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -28033.960938 Penalty: 602.547913 Iteration 9Q: 3 clusters Score -28033.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -28041.208984 Penalty: 602.547913 Iteration 10Q: 3 clusters Score -28041.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -28046.359375 Penalty: 602.547913 Iteration 11Q: 3 clusters Score -28046.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -28050.808594 Penalty: 602.547913 Iteration 12Q: 3 clusters Score -28050.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -28054.689453 Penalty: 602.547913 Iteration 13Q: 3 clusters Score -28054.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -28062.001953 Penalty: 602.547913 Iteration 14Q: 3 clusters Score -28062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -28072.431641 Penalty: 602.547913 Iteration 15Q: 3 clusters Score -28072.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -28090.025391 Penalty: 602.547913 Iteration 16Q: 3 clusters Score -28090.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -28105.273438 Penalty: 602.547913 Iteration 17Q: 3 clusters Score -28105.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -28115.187500 Penalty: 602.547913 Iteration 18Q: 3 clusters Score -28115.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -28124.246094 Penalty: 602.547913 Iteration 19Q: 3 clusters Score -28124.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -28128.412109 Penalty: 602.547913 Iteration 20F: 3 clusters Score -28128.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -28130.437500 Penalty: 602.547913 Iteration 21Q: 3 clusters Score -28130.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -28131.058594 Penalty: 602.547913 Iteration 22Q: 3 clusters Score -28131.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -28131.058594 Penalty: 602.547913 Iteration 23F: 3 clusters Score -28131.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -29577.833984 Penalty: 302.646515 Iteration 0F: 2 clusters Score -29577.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -28929.203125 Penalty: 605.293030 Iteration 0F: 3 clusters Score -28929.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -29071.392578 Penalty: 605.293030 Iteration 1F: 3 clusters Score -29071.39 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29108.730469 Penalty: 605.293030 Iteration 2F: 3 clusters Score -29108.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -29138.160156 Penalty: 605.293030 Iteration 3F: 3 clusters Score -29138.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -29159.244141 Penalty: 605.293030 Iteration 4Q: 3 clusters Score -29159.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29181.988281 Penalty: 605.293030 Iteration 5Q: 3 clusters Score -29181.99 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29197.189453 Penalty: 605.293030 Iteration 6Q: 3 clusters Score -29197.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -29206.484375 Penalty: 605.293030 Iteration 7Q: 3 clusters Score -29206.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -29211.330078 Penalty: 605.293030 Iteration 8Q: 3 clusters Score -29211.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -29212.533203 Penalty: 605.293030 Iteration 9Q: 3 clusters Score -29212.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -29212.875000 Penalty: 605.293030 Iteration 10Q: 3 clusters Score -29212.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29213.460938 Penalty: 605.293030 Iteration 11Q: 3 clusters Score -29213.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29213.636719 Penalty: 605.293030 Iteration 12Q: 3 clusters Score -29213.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -29213.636719 Penalty: 605.293030 Iteration 13F: 3 clusters Score -29213.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Entering Unmasked Estep Score: -331637.531250 Penalty: 411.153687 Iteration 0F: 2 clusters Score -331637.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -326051.156250 Penalty: 822.307373 Iteration 0F: 3 clusters Score -326051.2 nChanged 3821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -328433.656250 Penalty: 822.307373 Iteration 1F: 3 clusters Score -328433.7 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -328885.656250 Penalty: 822.307373 Iteration 2F: 3 clusters Score -328885.7 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -329406.781250 Penalty: 822.307373 Iteration 3F: 3 clusters Score -329406.8 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -329953.843750 Penalty: 822.307373 Iteration 4F: 3 clusters Score -329953.8 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -330373.718750 Penalty: 822.307373 Iteration 5F: 3 clusters Score -330373.7 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -330632.906250 Penalty: 822.307373 Iteration 6Q: 3 clusters Score -330632.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -330770.937500 Penalty: 822.307373 Iteration 7Q: 3 clusters Score -330770.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -330852.750000 Penalty: 822.307373 Iteration 8Q: 3 clusters Score -330852.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -330916.250000 Penalty: 822.307373 Iteration 9Q: 3 clusters Score -330916.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -330960.406250 Penalty: 822.307373 Iteration 10Q: 3 clusters Score -330960.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -330998.625000 Penalty: 822.307373 Iteration 11Q: 3 clusters Score -330998.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -331036.062500 Penalty: 822.307373 Iteration 12Q: 3 clusters Score -331036.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -331069.281250 Penalty: 822.307373 Iteration 13Q: 3 clusters Score -331069.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -331089.125000 Penalty: 822.307373 Iteration 14Q: 3 clusters Score -331089.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -331109.718750 Penalty: 822.307373 Iteration 15Q: 3 clusters Score -331109.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -331142.093750 Penalty: 822.307373 Iteration 16Q: 3 clusters Score -331142.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -331177.656250 Penalty: 822.307373 Iteration 17Q: 3 clusters Score -331177.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -331211.125000 Penalty: 822.307373 Iteration 18Q: 3 clusters Score -331211.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -331234.812500 Penalty: 822.307373 Iteration 19Q: 3 clusters Score -331234.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -331250.312500 Penalty: 822.307373 Iteration 20F: 3 clusters Score -331250.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -331261.656250 Penalty: 822.307373 Iteration 21Q: 3 clusters Score -331261.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -331273.593750 Penalty: 822.307373 Iteration 22Q: 3 clusters Score -331273.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -331291.062500 Penalty: 822.307373 Iteration 23Q: 3 clusters Score -331291.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -331311.187500 Penalty: 822.307373 Iteration 24Q: 3 clusters Score -331311.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -331325.843750 Penalty: 822.307373 Iteration 25Q: 3 clusters Score -331325.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -331339.687500 Penalty: 822.307373 Iteration 26Q: 3 clusters Score -331339.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -331350.968750 Penalty: 822.307373 Iteration 27Q: 3 clusters Score -331351 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -331357.593750 Penalty: 822.307373 Iteration 28Q: 3 clusters Score -331357.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -331363.125000 Penalty: 822.307373 Iteration 29Q: 3 clusters Score -331363.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -331374.562500 Penalty: 822.307373 Iteration 30Q: 3 clusters Score -331374.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -331387.093750 Penalty: 822.307373 Iteration 31Q: 3 clusters Score -331387.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -331393.500000 Penalty: 822.307373 Iteration 32Q: 3 clusters Score -331393.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -331401.531250 Penalty: 822.307373 Iteration 33Q: 3 clusters Score -331401.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -331404.843750 Penalty: 822.307373 Iteration 34Q: 3 clusters Score -331404.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -331408.406250 Penalty: 822.307373 Iteration 35Q: 3 clusters Score -331408.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -331411.093750 Penalty: 822.307373 Iteration 36Q: 3 clusters Score -331411.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -331414.062500 Penalty: 822.307373 Iteration 37Q: 3 clusters Score -331414.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -331416.093750 Penalty: 822.307373 Iteration 38Q: 3 clusters Score -331416.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -331419.375000 Penalty: 822.307373 Iteration 39Q: 3 clusters Score -331419.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -331424.156250 Penalty: 822.307373 Iteration 40F: 3 clusters Score -331424.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -331427.187500 Penalty: 822.307373 Iteration 41Q: 3 clusters Score -331427.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -331427.656250 Penalty: 822.307373 Iteration 42Q: 3 clusters Score -331427.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -331429.156250 Penalty: 822.307373 Iteration 43Q: 3 clusters Score -331429.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -331429.875000 Penalty: 822.307373 Iteration 44Q: 3 clusters Score -331429.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -331430.625000 Penalty: 822.307373 Iteration 45Q: 3 clusters Score -331430.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -331430.406250 Penalty: 822.307373 Iteration 46Q: 3 clusters Score -331430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -331430.406250 Penalty: 822.307373 Iteration 47F: 3 clusters Score -331430.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Entering Unmasked Estep Score: -126555.648438 Penalty: 367.438995 Iteration 0F: 2 clusters Score -126555.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -124324.703125 Penalty: 734.877991 Iteration 0F: 3 clusters Score -124324.7 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -125205.468750 Penalty: 734.877991 Iteration 1F: 3 clusters Score -125205.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -125375.226562 Penalty: 734.877991 Iteration 2F: 3 clusters Score -125375.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -125580.718750 Penalty: 734.877991 Iteration 3F: 3 clusters Score -125580.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -125778.289062 Penalty: 734.877991 Iteration 4F: 3 clusters Score -125778.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -125948.460938 Penalty: 734.877991 Iteration 5F: 3 clusters Score -125948.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -126075.132812 Penalty: 734.877991 Iteration 6Q: 3 clusters Score -126075.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -126159.570312 Penalty: 734.877991 Iteration 7Q: 3 clusters Score -126159.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -126209.195312 Penalty: 734.877991 Iteration 8Q: 3 clusters Score -126209.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -126229.531250 Penalty: 734.877991 Iteration 9Q: 3 clusters Score -126229.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -126245.953125 Penalty: 734.877991 Iteration 10Q: 3 clusters Score -126246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -126252.531250 Penalty: 734.877991 Iteration 11Q: 3 clusters Score -126252.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -126254.773438 Penalty: 734.877991 Iteration 12Q: 3 clusters Score -126254.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -126257.562500 Penalty: 734.877991 Iteration 13Q: 3 clusters Score -126257.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -126260.101562 Penalty: 734.877991 Iteration 14Q: 3 clusters Score -126260.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -126260.101562 Penalty: 734.877991 Iteration 15F: 3 clusters Score -126260.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Entering Unmasked Estep Score: -64606.144531 Penalty: 345.567230 Iteration 0F: 2 clusters Score -64606.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -63158.000000 Penalty: 691.134460 Iteration 0F: 3 clusters Score -63158 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -63711.472656 Penalty: 691.134460 Iteration 1F: 3 clusters Score -63711.47 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -63828.054688 Penalty: 691.134460 Iteration 2F: 3 clusters Score -63828.05 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -63910.710938 Penalty: 691.134460 Iteration 3F: 3 clusters Score -63910.71 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -63979.984375 Penalty: 691.134460 Iteration 4F: 3 clusters Score -63979.98 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -64054.757812 Penalty: 691.134460 Iteration 5F: 3 clusters Score -64054.76 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -64105.644531 Penalty: 691.134460 Iteration 6Q: 3 clusters Score -64105.64 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -64138.542969 Penalty: 691.134460 Iteration 7Q: 3 clusters Score -64138.54 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -64168.882812 Penalty: 691.134460 Iteration 8Q: 3 clusters Score -64168.88 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -64201.097656 Penalty: 691.134460 Iteration 9Q: 3 clusters Score -64201.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -64219.539062 Penalty: 691.134460 Iteration 10Q: 3 clusters Score -64219.54 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -64230.574219 Penalty: 691.134460 Iteration 11Q: 3 clusters Score -64230.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -64242.019531 Penalty: 691.134460 Iteration 12Q: 3 clusters Score -64242.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -64254.773438 Penalty: 691.134460 Iteration 13Q: 3 clusters Score -64254.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -64263.746094 Penalty: 691.134460 Iteration 14Q: 3 clusters Score -64263.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -64273.433594 Penalty: 691.134460 Iteration 15Q: 3 clusters Score -64273.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -64286.742188 Penalty: 691.134460 Iteration 16Q: 3 clusters Score -64286.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -64299.554688 Penalty: 691.134460 Iteration 17Q: 3 clusters Score -64299.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -64310.429688 Penalty: 691.134460 Iteration 18Q: 3 clusters Score -64310.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -64319.796875 Penalty: 691.134460 Iteration 19Q: 3 clusters Score -64319.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -64332.402344 Penalty: 691.134460 Iteration 20F: 3 clusters Score -64332.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -64339.253906 Penalty: 691.134460 Iteration 21Q: 3 clusters Score -64339.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -64344.976562 Penalty: 691.134460 Iteration 22Q: 3 clusters Score -64344.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -64349.660156 Penalty: 691.134460 Iteration 23Q: 3 clusters Score -64349.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -64352.476562 Penalty: 691.134460 Iteration 24Q: 3 clusters Score -64352.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -64353.519531 Penalty: 691.134460 Iteration 25Q: 3 clusters Score -64353.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -64354.363281 Penalty: 691.134460 Iteration 26Q: 3 clusters Score -64354.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -64354.472656 Penalty: 691.134460 Iteration 27Q: 3 clusters Score -64354.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -64354.472656 Penalty: 691.134460 Iteration 28F: 3 clusters Score -64354.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (12816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12816 members Entering Unmasked Estep Score: -502524.968750 Penalty: 430.359436 Iteration 0F: 2 clusters Score -502525 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -494070.312500 Penalty: 860.718872 Iteration 0F: 3 clusters Score -494070.3 nChanged 5998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -497901.906250 Penalty: 860.718872 Iteration 1F: 3 clusters Score -497901.9 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -498518.437500 Penalty: 860.718872 Iteration 2F: 3 clusters Score -498518.4 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -499199.687500 Penalty: 860.718872 Iteration 3F: 3 clusters Score -499199.7 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -499877.750000 Penalty: 860.718872 Iteration 4F: 3 clusters Score -499877.8 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -500465.093750 Penalty: 860.718872 Iteration 5F: 3 clusters Score -500465.1 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -500939.968750 Penalty: 860.718872 Iteration 6Q: 3 clusters Score -500940 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -501349.437500 Penalty: 860.718872 Iteration 7Q: 3 clusters Score -501349.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -501653.312500 Penalty: 860.718872 Iteration 8Q: 3 clusters Score -501653.3 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -501848.156250 Penalty: 860.718872 Iteration 9Q: 3 clusters Score -501848.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -501971.500000 Penalty: 860.718872 Iteration 10Q: 3 clusters Score -501971.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -502050.406250 Penalty: 860.718872 Iteration 11Q: 3 clusters Score -502050.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -502113.156250 Penalty: 860.718872 Iteration 12Q: 3 clusters Score -502113.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -502147.156250 Penalty: 860.718872 Iteration 13Q: 3 clusters Score -502147.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -502178.843750 Penalty: 860.718872 Iteration 14Q: 3 clusters Score -502178.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -502214.562500 Penalty: 860.718872 Iteration 15Q: 3 clusters Score -502214.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -502240.906250 Penalty: 860.718872 Iteration 16Q: 3 clusters Score -502240.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -502266.500000 Penalty: 860.718872 Iteration 17Q: 3 clusters Score -502266.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -502291.812500 Penalty: 860.718872 Iteration 18Q: 3 clusters Score -502291.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -502318.250000 Penalty: 860.718872 Iteration 19Q: 3 clusters Score -502318.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -502332.843750 Penalty: 860.718872 Iteration 20F: 3 clusters Score -502332.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 12053 members Entering Unmasked Estep Score: -502347.812500 Penalty: 860.718872 Iteration 21Q: 3 clusters Score -502347.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -502363.937500 Penalty: 860.718872 Iteration 22Q: 3 clusters Score -502363.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -502372.250000 Penalty: 860.718872 Iteration 23Q: 3 clusters Score -502372.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -502379.250000 Penalty: 860.718872 Iteration 24Q: 3 clusters Score -502379.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -502382.906250 Penalty: 860.718872 Iteration 25Q: 3 clusters Score -502382.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -502386.593750 Penalty: 860.718872 Iteration 26Q: 3 clusters Score -502386.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -502392.593750 Penalty: 860.718872 Iteration 27Q: 3 clusters Score -502392.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -502396.750000 Penalty: 860.718872 Iteration 28Q: 3 clusters Score -502396.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -502399.312500 Penalty: 860.718872 Iteration 29Q: 3 clusters Score -502399.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -502402.031250 Penalty: 860.718872 Iteration 30Q: 3 clusters Score -502402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -502402.687500 Penalty: 860.718872 Iteration 31Q: 3 clusters Score -502402.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -502404.000000 Penalty: 860.718872 Iteration 32Q: 3 clusters Score -502404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -502404.187500 Penalty: 860.718872 Iteration 33Q: 3 clusters Score -502404.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -502404.312500 Penalty: 860.718872 Iteration 34Q: 3 clusters Score -502404.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -502406.218750 Penalty: 860.718872 Iteration 35Q: 3 clusters Score -502406.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -502408.093750 Penalty: 860.718872 Iteration 36Q: 3 clusters Score -502408.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -502407.218750 Penalty: 860.718872 Iteration 37Q: 3 clusters Score -502407.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -502407.843750 Penalty: 860.718872 Iteration 38Q: 3 clusters Score -502407.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -502407.375000 Penalty: 860.718872 Iteration 39Q: 3 clusters Score -502407.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -502407.375000 Penalty: 860.718872 Iteration 40F: 3 clusters Score -502407.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Entering Unmasked Estep Score: -34507.660156 Penalty: 306.639801 Iteration 0F: 2 clusters Score -34507.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -33816.632812 Penalty: 613.279602 Iteration 0F: 3 clusters Score -33816.63 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -34036.250000 Penalty: 613.279602 Iteration 1F: 3 clusters Score -34036.25 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -34173.140625 Penalty: 613.279602 Iteration 2F: 3 clusters Score -34173.14 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -34299.738281 Penalty: 613.279602 Iteration 3F: 3 clusters Score -34299.74 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -34357.210938 Penalty: 613.279602 Iteration 4F: 3 clusters Score -34357.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -34384.167969 Penalty: 613.279602 Iteration 5Q: 3 clusters Score -34384.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -34399.976562 Penalty: 613.279602 Iteration 6Q: 3 clusters Score -34399.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -34404.855469 Penalty: 613.279602 Iteration 7Q: 3 clusters Score -34404.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -34405.917969 Penalty: 613.279602 Iteration 8Q: 3 clusters Score -34405.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -34406.535156 Penalty: 613.279602 Iteration 9Q: 3 clusters Score -34406.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -34407.566406 Penalty: 613.279602 Iteration 10Q: 3 clusters Score -34407.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -34407.703125 Penalty: 613.279602 Iteration 11Q: 3 clusters Score -34407.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -34407.703125 Penalty: 613.279602 Iteration 12F: 3 clusters Score -34407.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Entering Unmasked Estep Score: -156628.890625 Penalty: 380.351288 Iteration 0F: 2 clusters Score -156628.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -153688.500000 Penalty: 760.702576 Iteration 0F: 3 clusters Score -153688.5 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -154840.281250 Penalty: 760.702576 Iteration 1F: 3 clusters Score -154840.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -154982.828125 Penalty: 760.702576 Iteration 2F: 3 clusters Score -154982.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -155090.656250 Penalty: 760.702576 Iteration 3F: 3 clusters Score -155090.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -155222.890625 Penalty: 760.702576 Iteration 4F: 3 clusters Score -155222.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -155376.812500 Penalty: 760.702576 Iteration 5F: 3 clusters Score -155376.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -155549.609375 Penalty: 760.702576 Iteration 6F: 3 clusters Score -155549.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -155714.203125 Penalty: 760.702576 Iteration 7F: 3 clusters Score -155714.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -155816.171875 Penalty: 760.702576 Iteration 8Q: 3 clusters Score -155816.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -155882.828125 Penalty: 760.702576 Iteration 9Q: 3 clusters Score -155882.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -155923.640625 Penalty: 760.702576 Iteration 10Q: 3 clusters Score -155923.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -155946.812500 Penalty: 760.702576 Iteration 11Q: 3 clusters Score -155946.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -155959.890625 Penalty: 760.702576 Iteration 12Q: 3 clusters Score -155959.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -155974.812500 Penalty: 760.702576 Iteration 13Q: 3 clusters Score -155974.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -155990.187500 Penalty: 760.702576 Iteration 14Q: 3 clusters Score -155990.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -156000.750000 Penalty: 760.702576 Iteration 15Q: 3 clusters Score -156000.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -156009.671875 Penalty: 760.702576 Iteration 16Q: 3 clusters Score -156009.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -156015.812500 Penalty: 760.702576 Iteration 17Q: 3 clusters Score -156015.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -156020.031250 Penalty: 760.702576 Iteration 18Q: 3 clusters Score -156020 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -156026.296875 Penalty: 760.702576 Iteration 19Q: 3 clusters Score -156026.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -156029.890625 Penalty: 760.702576 Iteration 20F: 3 clusters Score -156029.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -156033.187500 Penalty: 760.702576 Iteration 21Q: 3 clusters Score -156033.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -156036.921875 Penalty: 760.702576 Iteration 22Q: 3 clusters Score -156036.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -156040.796875 Penalty: 760.702576 Iteration 23Q: 3 clusters Score -156040.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -156047.046875 Penalty: 760.702576 Iteration 24Q: 3 clusters Score -156047 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -156052.046875 Penalty: 760.702576 Iteration 25Q: 3 clusters Score -156052 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -156056.296875 Penalty: 760.702576 Iteration 26Q: 3 clusters Score -156056.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -156058.656250 Penalty: 760.702576 Iteration 27Q: 3 clusters Score -156058.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -156062.500000 Penalty: 760.702576 Iteration 28Q: 3 clusters Score -156062.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -156065.687500 Penalty: 760.702576 Iteration 29Q: 3 clusters Score -156065.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -156067.953125 Penalty: 760.702576 Iteration 30Q: 3 clusters Score -156068 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -156071.906250 Penalty: 760.702576 Iteration 31Q: 3 clusters Score -156071.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -156073.781250 Penalty: 760.702576 Iteration 32Q: 3 clusters Score -156073.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -156076.218750 Penalty: 760.702576 Iteration 33Q: 3 clusters Score -156076.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -156077.890625 Penalty: 760.702576 Iteration 34Q: 3 clusters Score -156077.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -156081.703125 Penalty: 760.702576 Iteration 35Q: 3 clusters Score -156081.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -156085.484375 Penalty: 760.702576 Iteration 36Q: 3 clusters Score -156085.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -156089.328125 Penalty: 760.702576 Iteration 37Q: 3 clusters Score -156089.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -156095.296875 Penalty: 760.702576 Iteration 38Q: 3 clusters Score -156095.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -156100.125000 Penalty: 760.702576 Iteration 39Q: 3 clusters Score -156100.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -156102.390625 Penalty: 760.702576 Iteration 40F: 3 clusters Score -156102.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -156104.437500 Penalty: 760.702576 Iteration 41Q: 3 clusters Score -156104.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -156105.875000 Penalty: 760.702576 Iteration 42Q: 3 clusters Score -156105.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -156106.546875 Penalty: 760.702576 Iteration 43Q: 3 clusters Score -156106.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -156106.640625 Penalty: 760.702576 Iteration 44Q: 3 clusters Score -156106.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -156106.687500 Penalty: 760.702576 Iteration 45Q: 3 clusters Score -156106.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -156107.187500 Penalty: 760.702576 Iteration 46Q: 3 clusters Score -156107.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -156107.203125 Penalty: 760.702576 Iteration 47Q: 3 clusters Score -156107.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -156107.703125 Penalty: 760.702576 Iteration 48Q: 3 clusters Score -156107.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -156108.359375 Penalty: 760.702576 Iteration 49Q: 3 clusters Score -156108.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -156108.968750 Penalty: 760.702576 Iteration 50Q: 3 clusters Score -156109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -156110.046875 Penalty: 760.702576 Iteration 51Q: 3 clusters Score -156110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -156110.250000 Penalty: 760.702576 Iteration 52Q: 3 clusters Score -156110.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -156110.718750 Penalty: 760.702576 Iteration 53Q: 3 clusters Score -156110.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -156111.328125 Penalty: 760.702576 Iteration 54Q: 3 clusters Score -156111.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -156112.703125 Penalty: 760.702576 Iteration 55Q: 3 clusters Score -156112.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -156114.171875 Penalty: 760.702576 Iteration 56Q: 3 clusters Score -156114.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -156115.734375 Penalty: 760.702576 Iteration 57Q: 3 clusters Score -156115.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -156116.796875 Penalty: 760.702576 Iteration 58Q: 3 clusters Score -156116.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -156117.484375 Penalty: 760.702576 Iteration 59Q: 3 clusters Score -156117.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -156119.078125 Penalty: 760.702576 Iteration 60F: 3 clusters Score -156119.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -156119.406250 Penalty: 760.702576 Iteration 61Q: 3 clusters Score -156119.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -156119.687500 Penalty: 760.702576 Iteration 62Q: 3 clusters Score -156119.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -156120.281250 Penalty: 760.702576 Iteration 63Q: 3 clusters Score -156120.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -156121.000000 Penalty: 760.702576 Iteration 64Q: 3 clusters Score -156121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -156121.281250 Penalty: 760.702576 Iteration 65Q: 3 clusters Score -156121.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -156121.875000 Penalty: 760.702576 Iteration 66Q: 3 clusters Score -156121.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -156122.468750 Penalty: 760.702576 Iteration 67Q: 3 clusters Score -156122.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -156123.390625 Penalty: 760.702576 Iteration 68Q: 3 clusters Score -156123.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -156124.687500 Penalty: 760.702576 Iteration 69Q: 3 clusters Score -156124.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -156124.859375 Penalty: 760.702576 Iteration 70Q: 3 clusters Score -156124.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -156126.656250 Penalty: 760.702576 Iteration 71Q: 3 clusters Score -156126.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -156127.546875 Penalty: 760.702576 Iteration 72Q: 3 clusters Score -156127.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -156129.671875 Penalty: 760.702576 Iteration 73Q: 3 clusters Score -156129.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -156131.375000 Penalty: 760.702576 Iteration 74Q: 3 clusters Score -156131.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -156133.218750 Penalty: 760.702576 Iteration 75Q: 3 clusters Score -156133.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -156135.062500 Penalty: 760.702576 Iteration 76Q: 3 clusters Score -156135.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -156136.062500 Penalty: 760.702576 Iteration 77Q: 3 clusters Score -156136.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -156136.656250 Penalty: 760.702576 Iteration 78Q: 3 clusters Score -156136.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -156137.359375 Penalty: 760.702576 Iteration 79Q: 3 clusters Score -156137.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -156138.484375 Penalty: 760.702576 Iteration 80F: 3 clusters Score -156138.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -156139.218750 Penalty: 760.702576 Iteration 81Q: 3 clusters Score -156139.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -156139.546875 Penalty: 760.702576 Iteration 82Q: 3 clusters Score -156139.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -156139.718750 Penalty: 760.702576 Iteration 83Q: 3 clusters Score -156139.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -156139.718750 Penalty: 760.702576 Iteration 84F: 3 clusters Score -156139.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Entering Unmasked Estep Score: -28943.744141 Penalty: 313.057465 Iteration 0F: 2 clusters Score -28943.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -28143.130859 Penalty: 626.114929 Iteration 0F: 3 clusters Score -28143.13 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -28453.589844 Penalty: 626.114929 Iteration 1F: 3 clusters Score -28453.59 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -28570.744141 Penalty: 626.114929 Iteration 2F: 3 clusters Score -28570.74 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -28630.253906 Penalty: 626.114929 Iteration 3F: 3 clusters Score -28630.25 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -28663.914062 Penalty: 626.114929 Iteration 4Q: 3 clusters Score -28663.91 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28698.802734 Penalty: 626.114929 Iteration 5Q: 3 clusters Score -28698.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -28726.626953 Penalty: 626.114929 Iteration 6Q: 3 clusters Score -28726.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28749.816406 Penalty: 626.114929 Iteration 7Q: 3 clusters Score -28749.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -28762.347656 Penalty: 626.114929 Iteration 8Q: 3 clusters Score -28762.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -28767.585938 Penalty: 626.114929 Iteration 9Q: 3 clusters Score -28767.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -28773.541016 Penalty: 626.114929 Iteration 10Q: 3 clusters Score -28773.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -28785.773438 Penalty: 626.114929 Iteration 11Q: 3 clusters Score -28785.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -28793.535156 Penalty: 626.114929 Iteration 12Q: 3 clusters Score -28793.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -28798.263672 Penalty: 626.114929 Iteration 13Q: 3 clusters Score -28798.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -28801.796875 Penalty: 626.114929 Iteration 14Q: 3 clusters Score -28801.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -28805.193359 Penalty: 626.114929 Iteration 15Q: 3 clusters Score -28805.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -28807.363281 Penalty: 626.114929 Iteration 16Q: 3 clusters Score -28807.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -28808.191406 Penalty: 626.114929 Iteration 17Q: 3 clusters Score -28808.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -28809.662109 Penalty: 626.114929 Iteration 18Q: 3 clusters Score -28809.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -28812.791016 Penalty: 626.114929 Iteration 19Q: 3 clusters Score -28812.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -28815.732422 Penalty: 626.114929 Iteration 20F: 3 clusters Score -28815.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -28819.462891 Penalty: 626.114929 Iteration 21Q: 3 clusters Score -28819.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -28824.250000 Penalty: 626.114929 Iteration 22Q: 3 clusters Score -28824.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -28828.175781 Penalty: 626.114929 Iteration 23Q: 3 clusters Score -28828.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -28829.529297 Penalty: 626.114929 Iteration 24Q: 3 clusters Score -28829.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -28830.544922 Penalty: 626.114929 Iteration 25Q: 3 clusters Score -28830.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -28831.908203 Penalty: 626.114929 Iteration 26Q: 3 clusters Score -28831.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -28833.640625 Penalty: 626.114929 Iteration 27Q: 3 clusters Score -28833.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -28836.474609 Penalty: 626.114929 Iteration 28Q: 3 clusters Score -28836.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -28839.851562 Penalty: 626.114929 Iteration 29Q: 3 clusters Score -28839.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -28842.513672 Penalty: 626.114929 Iteration 30Q: 3 clusters Score -28842.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -28849.115234 Penalty: 626.114929 Iteration 31Q: 3 clusters Score -28849.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -28852.363281 Penalty: 626.114929 Iteration 32Q: 3 clusters Score -28852.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -28857.166016 Penalty: 626.114929 Iteration 33Q: 3 clusters Score -28857.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -28862.992188 Penalty: 626.114929 Iteration 34Q: 3 clusters Score -28862.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -28873.941406 Penalty: 626.114929 Iteration 35Q: 3 clusters Score -28873.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -28880.300781 Penalty: 626.114929 Iteration 36Q: 3 clusters Score -28880.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -28889.908203 Penalty: 626.114929 Iteration 37Q: 3 clusters Score -28889.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -28894.255859 Penalty: 626.114929 Iteration 38Q: 3 clusters Score -28894.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -28897.513672 Penalty: 626.114929 Iteration 39Q: 3 clusters Score -28897.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -28898.244141 Penalty: 626.114929 Iteration 40F: 3 clusters Score -28898.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -28898.566406 Penalty: 626.114929 Iteration 41Q: 3 clusters Score -28898.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -28898.566406 Penalty: 626.114929 Iteration 42F: 3 clusters Score -28898.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (27047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27047 members Entering Unmasked Estep Score: -1028302.625000 Penalty: 464.342590 Iteration 0F: 2 clusters Score -1028303 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13468 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -1010311.187500 Penalty: 928.685181 Iteration 0F: 3 clusters Score -1010311 nChanged 12943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 14106 members Entering Unmasked Estep Score: -1019192.250000 Penalty: 928.685181 Iteration 1F: 3 clusters Score -1019192 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12718 members Mstep: Class 2 contains 14329 members Entering Unmasked Estep Score: -1020586.000000 Penalty: 928.685181 Iteration 2F: 3 clusters Score -1020586 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -1022068.437500 Penalty: 928.685181 Iteration 3F: 3 clusters Score -1022068 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -1023033.250000 Penalty: 928.685181 Iteration 4F: 3 clusters Score -1023033 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 14842 members Entering Unmasked Estep Score: -1023415.000000 Penalty: 928.685181 Iteration 5Q: 3 clusters Score -1023415 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -1023543.875000 Penalty: 928.685181 Iteration 6Q: 3 clusters Score -1023544 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -1023618.812500 Penalty: 928.685181 Iteration 7Q: 3 clusters Score -1023619 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11835 members Mstep: Class 2 contains 15212 members Entering Unmasked Estep Score: -1023689.312500 Penalty: 928.685181 Iteration 8Q: 3 clusters Score -1023689 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1023757.125000 Penalty: 928.685181 Iteration 9Q: 3 clusters Score -1023757 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -1023833.000000 Penalty: 928.685181 Iteration 10Q: 3 clusters Score -1023833 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 15730 members Entering Unmasked Estep Score: -1023911.312500 Penalty: 928.685181 Iteration 11Q: 3 clusters Score -1023911 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -1023990.250000 Penalty: 928.685181 Iteration 12Q: 3 clusters Score -1023990 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 16129 members Entering Unmasked Estep Score: -1024067.437500 Penalty: 928.685181 Iteration 13Q: 3 clusters Score -1024067 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 16358 members Entering Unmasked Estep Score: -1024137.375000 Penalty: 928.685181 Iteration 14Q: 3 clusters Score -1024137 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 16615 members Entering Unmasked Estep Score: -1024218.125000 Penalty: 928.685181 Iteration 15Q: 3 clusters Score -1024218 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1024284.312500 Penalty: 928.685181 Iteration 16Q: 3 clusters Score -1024284 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 17078 members Entering Unmasked Estep Score: -1024345.625000 Penalty: 928.685181 Iteration 17Q: 3 clusters Score -1024346 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -1024415.250000 Penalty: 928.685181 Iteration 18Q: 3 clusters Score -1024415 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 17550 members Entering Unmasked Estep Score: -1024496.000000 Penalty: 928.685181 Iteration 19Q: 3 clusters Score -1024496 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -1024587.437500 Penalty: 928.685181 Iteration 20F: 3 clusters Score -1024587 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 18127 members Entering Unmasked Estep Score: -1024678.375000 Penalty: 928.685181 Iteration 21Q: 3 clusters Score -1024678 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 18446 members Entering Unmasked Estep Score: -1024782.812500 Penalty: 928.685181 Iteration 22Q: 3 clusters Score -1024783 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 18783 members Entering Unmasked Estep Score: -1024910.187500 Penalty: 928.685181 Iteration 23Q: 3 clusters Score -1024910 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 19149 members Entering Unmasked Estep Score: -1025056.312500 Penalty: 928.685181 Iteration 24Q: 3 clusters Score -1025056 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 19525 members Entering Unmasked Estep Score: -1025198.125000 Penalty: 928.685181 Iteration 25Q: 3 clusters Score -1025198 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 19918 members Entering Unmasked Estep Score: -1025344.687500 Penalty: 928.685181 Iteration 26Q: 3 clusters Score -1025345 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -1025501.187500 Penalty: 928.685181 Iteration 27Q: 3 clusters Score -1025501 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -1025670.250000 Penalty: 928.685181 Iteration 28Q: 3 clusters Score -1025670 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 21157 members Entering Unmasked Estep Score: -1025856.875000 Penalty: 928.685181 Iteration 29Q: 3 clusters Score -1025857 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 21581 members Entering Unmasked Estep Score: -1026041.125000 Penalty: 928.685181 Iteration 30Q: 3 clusters Score -1026041 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 22006 members Entering Unmasked Estep Score: -1026244.437500 Penalty: 928.685181 Iteration 31Q: 3 clusters Score -1026244 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -1026444.375000 Penalty: 928.685181 Iteration 32Q: 3 clusters Score -1026444 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 22818 members Entering Unmasked Estep Score: -1026628.437500 Penalty: 928.685181 Iteration 33Q: 3 clusters Score -1026628 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 23209 members Entering Unmasked Estep Score: -1026824.125000 Penalty: 928.685181 Iteration 34Q: 3 clusters Score -1026824 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -1026967.562500 Penalty: 928.685181 Iteration 35Q: 3 clusters Score -1026968 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 23859 members Entering Unmasked Estep Score: -1027083.500000 Penalty: 928.685181 Iteration 36Q: 3 clusters Score -1027084 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -1027211.500000 Penalty: 928.685181 Iteration 37Q: 3 clusters Score -1027212 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -1027340.375000 Penalty: 928.685181 Iteration 38Q: 3 clusters Score -1027340 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 24697 members Entering Unmasked Estep Score: -1027450.312500 Penalty: 928.685181 Iteration 39Q: 3 clusters Score -1027450 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 24924 members Entering Unmasked Estep Score: -1027546.312500 Penalty: 928.685181 Iteration 40F: 3 clusters Score -1027546 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 25124 members Entering Unmasked Estep Score: -1027633.375000 Penalty: 928.685181 Iteration 41Q: 3 clusters Score -1027633 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 25299 members Entering Unmasked Estep Score: -1027704.875000 Penalty: 928.685181 Iteration 42Q: 3 clusters Score -1027705 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -1027772.875000 Penalty: 928.685181 Iteration 43Q: 3 clusters Score -1027773 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 25610 members Entering Unmasked Estep Score: -1027824.875000 Penalty: 928.685181 Iteration 44Q: 3 clusters Score -1027825 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 25743 members Entering Unmasked Estep Score: -1027876.562500 Penalty: 928.685181 Iteration 45Q: 3 clusters Score -1027877 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 25848 members Entering Unmasked Estep Score: -1027910.750000 Penalty: 928.685181 Iteration 46Q: 3 clusters Score -1027911 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 25925 members Entering Unmasked Estep Score: -1027937.875000 Penalty: 928.685181 Iteration 47Q: 3 clusters Score -1027938 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 25985 members Entering Unmasked Estep Score: -1027956.750000 Penalty: 928.685181 Iteration 48Q: 3 clusters Score -1027957 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 26039 members Entering Unmasked Estep Score: -1027969.562500 Penalty: 928.685181 Iteration 49Q: 3 clusters Score -1027970 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 26084 members Entering Unmasked Estep Score: -1027984.375000 Penalty: 928.685181 Iteration 50Q: 3 clusters Score -1027984 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 26124 members Entering Unmasked Estep Score: -1027991.875000 Penalty: 928.685181 Iteration 51Q: 3 clusters Score -1027992 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 26151 members Entering Unmasked Estep Score: -1027993.812500 Penalty: 928.685181 Iteration 52Q: 3 clusters Score -1027994 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 26174 members Entering Unmasked Estep Score: -1027996.500000 Penalty: 928.685181 Iteration 53Q: 3 clusters Score -1027996 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 26196 members Entering Unmasked Estep Score: -1028002.687500 Penalty: 928.685181 Iteration 54Q: 3 clusters Score -1028003 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 26216 members Entering Unmasked Estep Score: -1028009.250000 Penalty: 928.685181 Iteration 55Q: 3 clusters Score -1028009 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 26233 members Entering Unmasked Estep Score: -1028010.000000 Penalty: 928.685181 Iteration 56Q: 3 clusters Score -1028010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 26248 members Entering Unmasked Estep Score: -1028012.000000 Penalty: 928.685181 Iteration 57Q: 3 clusters Score -1028012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 26259 members Entering Unmasked Estep Score: -1028014.312500 Penalty: 928.685181 Iteration 58Q: 3 clusters Score -1028014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 26266 members Entering Unmasked Estep Score: -1028018.500000 Penalty: 928.685181 Iteration 59Q: 3 clusters Score -1028018 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 26272 members Entering Unmasked Estep Score: -1028019.250000 Penalty: 928.685181 Iteration 60F: 3 clusters Score -1028019 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 26273 members Entering Unmasked Estep Score: -1028020.000000 Penalty: 928.685181 Iteration 61Q: 3 clusters Score -1028020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 26274 members Entering Unmasked Estep Score: -1028020.187500 Penalty: 928.685181 Iteration 62Q: 3 clusters Score -1028020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 26275 members Entering Unmasked Estep Score: -1028019.750000 Penalty: 928.685181 Iteration 63Q: 3 clusters Score -1028020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 26277 members Entering Unmasked Estep Score: -1028019.500000 Penalty: 928.685181 Iteration 64Q: 3 clusters Score -1028020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 26278 members Entering Unmasked Estep Score: -1028019.062500 Penalty: 928.685181 Iteration 65Q: 3 clusters Score -1028019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 26278 members Entering Unmasked Estep Score: -1028019.062500 Penalty: 928.685181 Iteration 66F: 3 clusters Score -1028019 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Entering Unmasked Estep Score: -2532.025635 Penalty: 209.987976 Iteration 0F: 2 clusters Score -2532.026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2313.927002 Penalty: 419.975952 Iteration 0F: 3 clusters Score -2313.927 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -2366.614746 Penalty: 419.975952 Iteration 1F: 3 clusters Score -2366.615 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -2391.928223 Penalty: 419.975952 Iteration 2F: 3 clusters Score -2391.928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -2393.831787 Penalty: 419.975952 Iteration 3Q: 3 clusters Score -2393.832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2395.044678 Penalty: 419.975952 Iteration 4Q: 3 clusters Score -2395.045 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2395.044678 Penalty: 419.975952 Iteration 5F: 3 clusters Score -2395.045 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (14445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Entering Unmasked Estep Score: -579862.437500 Penalty: 435.803741 Iteration 0F: 2 clusters Score -579862.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -570168.437500 Penalty: 871.607483 Iteration 0F: 3 clusters Score -570168.4 nChanged 6867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -573981.250000 Penalty: 871.607483 Iteration 1F: 3 clusters Score -573981.2 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -574286.437500 Penalty: 871.607483 Iteration 2F: 3 clusters Score -574286.4 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -574702.625000 Penalty: 871.607483 Iteration 3F: 3 clusters Score -574702.6 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -575271.812500 Penalty: 871.607483 Iteration 4F: 3 clusters Score -575271.8 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -575969.375000 Penalty: 871.607483 Iteration 5F: 3 clusters Score -575969.4 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -576639.250000 Penalty: 871.607483 Iteration 6F: 3 clusters Score -576639.2 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -577153.250000 Penalty: 871.607483 Iteration 7F: 3 clusters Score -577153.2 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -577470.812500 Penalty: 871.607483 Iteration 8Q: 3 clusters Score -577470.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -577638.812500 Penalty: 871.607483 Iteration 9Q: 3 clusters Score -577638.8 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -577730.812500 Penalty: 871.607483 Iteration 10Q: 3 clusters Score -577730.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -577805.125000 Penalty: 871.607483 Iteration 11Q: 3 clusters Score -577805.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -577867.937500 Penalty: 871.607483 Iteration 12Q: 3 clusters Score -577867.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -577920.125000 Penalty: 871.607483 Iteration 13Q: 3 clusters Score -577920.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -577967.187500 Penalty: 871.607483 Iteration 14Q: 3 clusters Score -577967.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -578011.562500 Penalty: 871.607483 Iteration 15Q: 3 clusters Score -578011.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -578062.437500 Penalty: 871.607483 Iteration 16Q: 3 clusters Score -578062.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -578122.687500 Penalty: 871.607483 Iteration 17Q: 3 clusters Score -578122.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -578185.000000 Penalty: 871.607483 Iteration 18Q: 3 clusters Score -578185 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -578280.062500 Penalty: 871.607483 Iteration 19Q: 3 clusters Score -578280.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -578374.312500 Penalty: 871.607483 Iteration 20F: 3 clusters Score -578374.3 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -578456.625000 Penalty: 871.607483 Iteration 21Q: 3 clusters Score -578456.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -578527.062500 Penalty: 871.607483 Iteration 22Q: 3 clusters Score -578527.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -578585.937500 Penalty: 871.607483 Iteration 23Q: 3 clusters Score -578585.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -578650.875000 Penalty: 871.607483 Iteration 24Q: 3 clusters Score -578650.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -578713.250000 Penalty: 871.607483 Iteration 25Q: 3 clusters Score -578713.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -578782.000000 Penalty: 871.607483 Iteration 26Q: 3 clusters Score -578782 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -578859.312500 Penalty: 871.607483 Iteration 27Q: 3 clusters Score -578859.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -578936.500000 Penalty: 871.607483 Iteration 28Q: 3 clusters Score -578936.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -579018.812500 Penalty: 871.607483 Iteration 29Q: 3 clusters Score -579018.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -579099.375000 Penalty: 871.607483 Iteration 30Q: 3 clusters Score -579099.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -579164.875000 Penalty: 871.607483 Iteration 31Q: 3 clusters Score -579164.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -579233.562500 Penalty: 871.607483 Iteration 32Q: 3 clusters Score -579233.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -579290.562500 Penalty: 871.607483 Iteration 33Q: 3 clusters Score -579290.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -579340.125000 Penalty: 871.607483 Iteration 34Q: 3 clusters Score -579340.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -579389.500000 Penalty: 871.607483 Iteration 35Q: 3 clusters Score -579389.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -579437.437500 Penalty: 871.607483 Iteration 36Q: 3 clusters Score -579437.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -579471.937500 Penalty: 871.607483 Iteration 37Q: 3 clusters Score -579471.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -579498.500000 Penalty: 871.607483 Iteration 38Q: 3 clusters Score -579498.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -579520.875000 Penalty: 871.607483 Iteration 39Q: 3 clusters Score -579520.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -579543.312500 Penalty: 871.607483 Iteration 40F: 3 clusters Score -579543.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -579563.062500 Penalty: 871.607483 Iteration 41Q: 3 clusters Score -579563.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -579584.125000 Penalty: 871.607483 Iteration 42Q: 3 clusters Score -579584.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -579600.437500 Penalty: 871.607483 Iteration 43Q: 3 clusters Score -579600.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -579607.250000 Penalty: 871.607483 Iteration 44Q: 3 clusters Score -579607.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -579609.687500 Penalty: 871.607483 Iteration 45Q: 3 clusters Score -579609.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -579611.875000 Penalty: 871.607483 Iteration 46Q: 3 clusters Score -579611.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -579613.000000 Penalty: 871.607483 Iteration 47Q: 3 clusters Score -579613 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -579613.812500 Penalty: 871.607483 Iteration 48Q: 3 clusters Score -579613.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -579616.687500 Penalty: 871.607483 Iteration 49Q: 3 clusters Score -579616.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -579616.687500 Penalty: 871.607483 Iteration 50Q: 3 clusters Score -579616.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -579617.000000 Penalty: 871.607483 Iteration 51Q: 3 clusters Score -579617 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 11564 members Entering Unmasked Estep Score: -579617.312500 Penalty: 871.607483 Iteration 52Q: 3 clusters Score -579617.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -579617.875000 Penalty: 871.607483 Iteration 53Q: 3 clusters Score -579617.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -579618.000000 Penalty: 871.607483 Iteration 54Q: 3 clusters Score -579618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -579618.687500 Penalty: 871.607483 Iteration 55Q: 3 clusters Score -579618.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -579620.437500 Penalty: 871.607483 Iteration 56Q: 3 clusters Score -579620.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -579619.625000 Penalty: 871.607483 Iteration 57Q: 3 clusters Score -579619.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -579619.500000 Penalty: 871.607483 Iteration 58Q: 3 clusters Score -579619.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -579619.500000 Penalty: 871.607483 Iteration 59F: 3 clusters Score -579619.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Entering Unmasked Estep Score: -119874.960938 Penalty: 364.456268 Iteration 0F: 2 clusters Score -119875 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -117776.359375 Penalty: 728.912537 Iteration 0F: 3 clusters Score -117776.4 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -118602.187500 Penalty: 728.912537 Iteration 1F: 3 clusters Score -118602.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -118761.132812 Penalty: 728.912537 Iteration 2F: 3 clusters Score -118761.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -118921.703125 Penalty: 728.912537 Iteration 3F: 3 clusters Score -118921.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -119110.062500 Penalty: 728.912537 Iteration 4F: 3 clusters Score -119110.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -119321.625000 Penalty: 728.912537 Iteration 5F: 3 clusters Score -119321.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -119479.781250 Penalty: 728.912537 Iteration 6Q: 3 clusters Score -119479.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -119566.203125 Penalty: 728.912537 Iteration 7Q: 3 clusters Score -119566.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -119600.968750 Penalty: 728.912537 Iteration 8Q: 3 clusters Score -119601 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -119623.953125 Penalty: 728.912537 Iteration 9Q: 3 clusters Score -119624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -119639.265625 Penalty: 728.912537 Iteration 10Q: 3 clusters Score -119639.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -119647.429688 Penalty: 728.912537 Iteration 11Q: 3 clusters Score -119647.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -119652.664062 Penalty: 728.912537 Iteration 12Q: 3 clusters Score -119652.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -119662.289062 Penalty: 728.912537 Iteration 13Q: 3 clusters Score -119662.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -119670.039062 Penalty: 728.912537 Iteration 14Q: 3 clusters Score -119670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -119672.023438 Penalty: 728.912537 Iteration 15Q: 3 clusters Score -119672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -119673.585938 Penalty: 728.912537 Iteration 16Q: 3 clusters Score -119673.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -119677.320312 Penalty: 728.912537 Iteration 17Q: 3 clusters Score -119677.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -119679.601562 Penalty: 728.912537 Iteration 18F: 3 clusters Score -119679.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -119680.531250 Penalty: 728.912537 Iteration 19Q: 3 clusters Score -119680.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -119680.531250 Penalty: 728.912537 Iteration 20F: 3 clusters Score -119680.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Entering Unmasked Estep Score: -48971.960938 Penalty: 329.449554 Iteration 0F: 2 clusters Score -48971.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -47942.906250 Penalty: 658.899109 Iteration 0F: 3 clusters Score -47942.91 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -48324.261719 Penalty: 658.899109 Iteration 1F: 3 clusters Score -48324.26 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -48417.328125 Penalty: 658.899109 Iteration 2F: 3 clusters Score -48417.33 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -48492.027344 Penalty: 658.899109 Iteration 3F: 3 clusters Score -48492.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -48534.773438 Penalty: 658.899109 Iteration 4Q: 3 clusters Score -48534.77 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -48564.035156 Penalty: 658.899109 Iteration 5Q: 3 clusters Score -48564.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -48580.046875 Penalty: 658.899109 Iteration 6Q: 3 clusters Score -48580.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48596.039062 Penalty: 658.899109 Iteration 7Q: 3 clusters Score -48596.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -48610.292969 Penalty: 658.899109 Iteration 8Q: 3 clusters Score -48610.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -48619.468750 Penalty: 658.899109 Iteration 9Q: 3 clusters Score -48619.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -48625.652344 Penalty: 658.899109 Iteration 10Q: 3 clusters Score -48625.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48628.359375 Penalty: 658.899109 Iteration 11Q: 3 clusters Score -48628.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48629.785156 Penalty: 658.899109 Iteration 12Q: 3 clusters Score -48629.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -48632.304688 Penalty: 658.899109 Iteration 13Q: 3 clusters Score -48632.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48633.964844 Penalty: 658.899109 Iteration 14Q: 3 clusters Score -48633.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -48634.539062 Penalty: 658.899109 Iteration 15Q: 3 clusters Score -48634.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -48634.785156 Penalty: 658.899109 Iteration 16Q: 3 clusters Score -48634.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -48635.449219 Penalty: 658.899109 Iteration 17Q: 3 clusters Score -48635.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -48636.070312 Penalty: 658.899109 Iteration 18Q: 3 clusters Score -48636.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -48637.011719 Penalty: 658.899109 Iteration 19Q: 3 clusters Score -48637.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -48637.617188 Penalty: 658.899109 Iteration 20F: 3 clusters Score -48637.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -48638.527344 Penalty: 658.899109 Iteration 21Q: 3 clusters Score -48638.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -48639.300781 Penalty: 658.899109 Iteration 22Q: 3 clusters Score -48639.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -48639.582031 Penalty: 658.899109 Iteration 23Q: 3 clusters Score -48639.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -48639.640625 Penalty: 658.899109 Iteration 24Q: 3 clusters Score -48639.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -48639.640625 Penalty: 658.899109 Iteration 25F: 3 clusters Score -48639.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Entering Unmasked Estep Score: -185156.140625 Penalty: 386.585205 Iteration 0F: 2 clusters Score -185156.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -181821.453125 Penalty: 773.170410 Iteration 0F: 3 clusters Score -181821.5 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -183351.609375 Penalty: 773.170410 Iteration 1F: 3 clusters Score -183351.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -183655.640625 Penalty: 773.170410 Iteration 2F: 3 clusters Score -183655.6 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -183966.828125 Penalty: 773.170410 Iteration 3F: 3 clusters Score -183966.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -184217.906250 Penalty: 773.170410 Iteration 4F: 3 clusters Score -184217.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -184379.984375 Penalty: 773.170410 Iteration 5Q: 3 clusters Score -184380 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -184457.437500 Penalty: 773.170410 Iteration 6Q: 3 clusters Score -184457.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -184511.937500 Penalty: 773.170410 Iteration 7Q: 3 clusters Score -184511.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -184549.765625 Penalty: 773.170410 Iteration 8Q: 3 clusters Score -184549.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -184569.953125 Penalty: 773.170410 Iteration 9Q: 3 clusters Score -184570 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -184589.484375 Penalty: 773.170410 Iteration 10Q: 3 clusters Score -184589.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -184601.796875 Penalty: 773.170410 Iteration 11Q: 3 clusters Score -184601.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -184615.437500 Penalty: 773.170410 Iteration 12Q: 3 clusters Score -184615.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -184625.328125 Penalty: 773.170410 Iteration 13Q: 3 clusters Score -184625.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -184634.859375 Penalty: 773.170410 Iteration 14Q: 3 clusters Score -184634.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -184647.812500 Penalty: 773.170410 Iteration 15Q: 3 clusters Score -184647.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -184659.187500 Penalty: 773.170410 Iteration 16Q: 3 clusters Score -184659.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -184669.890625 Penalty: 773.170410 Iteration 17Q: 3 clusters Score -184669.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -184678.718750 Penalty: 773.170410 Iteration 18Q: 3 clusters Score -184678.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -184684.875000 Penalty: 773.170410 Iteration 19Q: 3 clusters Score -184684.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -184695.953125 Penalty: 773.170410 Iteration 20F: 3 clusters Score -184696 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -184713.765625 Penalty: 773.170410 Iteration 21Q: 3 clusters Score -184713.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -184728.906250 Penalty: 773.170410 Iteration 22Q: 3 clusters Score -184728.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -184750.375000 Penalty: 773.170410 Iteration 23Q: 3 clusters Score -184750.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -184771.546875 Penalty: 773.170410 Iteration 24Q: 3 clusters Score -184771.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -184790.046875 Penalty: 773.170410 Iteration 25Q: 3 clusters Score -184790 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -184801.890625 Penalty: 773.170410 Iteration 26Q: 3 clusters Score -184801.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -184809.875000 Penalty: 773.170410 Iteration 27Q: 3 clusters Score -184809.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -184815.750000 Penalty: 773.170410 Iteration 28Q: 3 clusters Score -184815.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -184822.562500 Penalty: 773.170410 Iteration 29Q: 3 clusters Score -184822.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -184827.390625 Penalty: 773.170410 Iteration 30Q: 3 clusters Score -184827.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -184831.765625 Penalty: 773.170410 Iteration 31Q: 3 clusters Score -184831.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -184835.781250 Penalty: 773.170410 Iteration 32Q: 3 clusters Score -184835.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -184837.250000 Penalty: 773.170410 Iteration 33Q: 3 clusters Score -184837.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -184838.984375 Penalty: 773.170410 Iteration 34Q: 3 clusters Score -184839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -184839.968750 Penalty: 773.170410 Iteration 35Q: 3 clusters Score -184840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -184841.796875 Penalty: 773.170410 Iteration 36Q: 3 clusters Score -184841.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -184843.250000 Penalty: 773.170410 Iteration 37Q: 3 clusters Score -184843.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -184843.593750 Penalty: 773.170410 Iteration 38Q: 3 clusters Score -184843.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -184843.703125 Penalty: 773.170410 Iteration 39Q: 3 clusters Score -184843.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -184843.234375 Penalty: 773.170410 Iteration 40F: 3 clusters Score -184843.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -184843.656250 Penalty: 773.170410 Iteration 41Q: 3 clusters Score -184843.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -184844.312500 Penalty: 773.170410 Iteration 42Q: 3 clusters Score -184844.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -184844.468750 Penalty: 773.170410 Iteration 43Q: 3 clusters Score -184844.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -184845.031250 Penalty: 773.170410 Iteration 44Q: 3 clusters Score -184845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -184845.359375 Penalty: 773.170410 Iteration 45Q: 3 clusters Score -184845.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -184845.359375 Penalty: 773.170410 Iteration 46Q: 3 clusters Score -184845.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -184845.671875 Penalty: 773.170410 Iteration 47Q: 3 clusters Score -184845.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -184845.671875 Penalty: 773.170410 Iteration 48F: 3 clusters Score -184845.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Entering Unmasked Estep Score: -69782.078125 Penalty: 338.925690 Iteration 0F: 2 clusters Score -69782.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -68503.937500 Penalty: 677.851379 Iteration 0F: 3 clusters Score -68503.94 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -68906.695312 Penalty: 677.851379 Iteration 1F: 3 clusters Score -68906.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -68983.617188 Penalty: 677.851379 Iteration 2F: 3 clusters Score -68983.62 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -69034.578125 Penalty: 677.851379 Iteration 3F: 3 clusters Score -69034.58 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -69078.039062 Penalty: 677.851379 Iteration 4Q: 3 clusters Score -69078.04 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -69131.351562 Penalty: 677.851379 Iteration 5F: 3 clusters Score -69131.35 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -69174.992188 Penalty: 677.851379 Iteration 6Q: 3 clusters Score -69174.99 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -69227.812500 Penalty: 677.851379 Iteration 7Q: 3 clusters Score -69227.81 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -69277.960938 Penalty: 677.851379 Iteration 8Q: 3 clusters Score -69277.96 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -69327.484375 Penalty: 677.851379 Iteration 9Q: 3 clusters Score -69327.48 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -69387.359375 Penalty: 677.851379 Iteration 10Q: 3 clusters Score -69387.36 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -69436.789062 Penalty: 677.851379 Iteration 11Q: 3 clusters Score -69436.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -69474.437500 Penalty: 677.851379 Iteration 12Q: 3 clusters Score -69474.44 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -69500.890625 Penalty: 677.851379 Iteration 13Q: 3 clusters Score -69500.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -69515.390625 Penalty: 677.851379 Iteration 14Q: 3 clusters Score -69515.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -69528.445312 Penalty: 677.851379 Iteration 15Q: 3 clusters Score -69528.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -69533.164062 Penalty: 677.851379 Iteration 16Q: 3 clusters Score -69533.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -69534.445312 Penalty: 677.851379 Iteration 17Q: 3 clusters Score -69534.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -69535.437500 Penalty: 677.851379 Iteration 18Q: 3 clusters Score -69535.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -69536.406250 Penalty: 677.851379 Iteration 19Q: 3 clusters Score -69536.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -69538.750000 Penalty: 677.851379 Iteration 20F: 3 clusters Score -69538.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -69541.015625 Penalty: 677.851379 Iteration 21Q: 3 clusters Score -69541.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -69541.453125 Penalty: 677.851379 Iteration 22Q: 3 clusters Score -69541.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -69541.929688 Penalty: 677.851379 Iteration 23Q: 3 clusters Score -69541.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -69541.929688 Penalty: 677.851379 Iteration 24F: 3 clusters Score -69541.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (6847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Entering Unmasked Estep Score: -260275.562500 Penalty: 401.836243 Iteration 0F: 2 clusters Score -260275.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -255710.828125 Penalty: 803.672485 Iteration 0F: 3 clusters Score -255710.8 nChanged 3125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -257583.250000 Penalty: 803.672485 Iteration 1F: 3 clusters Score -257583.2 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -257770.703125 Penalty: 803.672485 Iteration 2F: 3 clusters Score -257770.7 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -258001.656250 Penalty: 803.672485 Iteration 3F: 3 clusters Score -258001.7 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -258284.937500 Penalty: 803.672485 Iteration 4F: 3 clusters Score -258284.9 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -258622.812500 Penalty: 803.672485 Iteration 5F: 3 clusters Score -258622.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -258943.578125 Penalty: 803.672485 Iteration 6F: 3 clusters Score -258943.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -259128.312500 Penalty: 803.672485 Iteration 7Q: 3 clusters Score -259128.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -259208.921875 Penalty: 803.672485 Iteration 8Q: 3 clusters Score -259208.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -259267.953125 Penalty: 803.672485 Iteration 9Q: 3 clusters Score -259268 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -259320.375000 Penalty: 803.672485 Iteration 10Q: 3 clusters Score -259320.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -259371.031250 Penalty: 803.672485 Iteration 11Q: 3 clusters Score -259371 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -259431.578125 Penalty: 803.672485 Iteration 12Q: 3 clusters Score -259431.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -259503.625000 Penalty: 803.672485 Iteration 13Q: 3 clusters Score -259503.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -259588.328125 Penalty: 803.672485 Iteration 14Q: 3 clusters Score -259588.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -259640.734375 Penalty: 803.672485 Iteration 15Q: 3 clusters Score -259640.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -259681.500000 Penalty: 803.672485 Iteration 16Q: 3 clusters Score -259681.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -259711.968750 Penalty: 803.672485 Iteration 17Q: 3 clusters Score -259712 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -259743.765625 Penalty: 803.672485 Iteration 18Q: 3 clusters Score -259743.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -259771.718750 Penalty: 803.672485 Iteration 19Q: 3 clusters Score -259771.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -259800.640625 Penalty: 803.672485 Iteration 20F: 3 clusters Score -259800.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -259825.125000 Penalty: 803.672485 Iteration 21Q: 3 clusters Score -259825.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -259848.203125 Penalty: 803.672485 Iteration 22Q: 3 clusters Score -259848.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -259866.796875 Penalty: 803.672485 Iteration 23Q: 3 clusters Score -259866.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -259882.875000 Penalty: 803.672485 Iteration 24Q: 3 clusters Score -259882.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -259900.796875 Penalty: 803.672485 Iteration 25Q: 3 clusters Score -259900.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -259912.765625 Penalty: 803.672485 Iteration 26Q: 3 clusters Score -259912.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -259921.609375 Penalty: 803.672485 Iteration 27Q: 3 clusters Score -259921.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -259928.953125 Penalty: 803.672485 Iteration 28Q: 3 clusters Score -259929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -259933.109375 Penalty: 803.672485 Iteration 29Q: 3 clusters Score -259933.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -259934.078125 Penalty: 803.672485 Iteration 30Q: 3 clusters Score -259934.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -259934.078125 Penalty: 803.672485 Iteration 31F: 3 clusters Score -259934.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (9652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Entering Unmasked Estep Score: -322363.531250 Penalty: 417.458862 Iteration 0F: 2 clusters Score -322363.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -316072.781250 Penalty: 834.917725 Iteration 0F: 3 clusters Score -316072.8 nChanged 4472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -319318.375000 Penalty: 834.917725 Iteration 1F: 3 clusters Score -319318.4 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -319777.156250 Penalty: 834.917725 Iteration 2F: 3 clusters Score -319777.2 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -320168.156250 Penalty: 834.917725 Iteration 3F: 3 clusters Score -320168.2 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -320484.531250 Penalty: 834.917725 Iteration 4F: 3 clusters Score -320484.5 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -320731.437500 Penalty: 834.917725 Iteration 5Q: 3 clusters Score -320731.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -320921.093750 Penalty: 834.917725 Iteration 6Q: 3 clusters Score -320921.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -321057.093750 Penalty: 834.917725 Iteration 7Q: 3 clusters Score -321057.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -321137.187500 Penalty: 834.917725 Iteration 8Q: 3 clusters Score -321137.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -321197.781250 Penalty: 834.917725 Iteration 9Q: 3 clusters Score -321197.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -321251.843750 Penalty: 834.917725 Iteration 10Q: 3 clusters Score -321251.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -321294.968750 Penalty: 834.917725 Iteration 11Q: 3 clusters Score -321295 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -321331.156250 Penalty: 834.917725 Iteration 12Q: 3 clusters Score -321331.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -321370.281250 Penalty: 834.917725 Iteration 13Q: 3 clusters Score -321370.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -321409.281250 Penalty: 834.917725 Iteration 14Q: 3 clusters Score -321409.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -321452.281250 Penalty: 834.917725 Iteration 15Q: 3 clusters Score -321452.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -321495.687500 Penalty: 834.917725 Iteration 16Q: 3 clusters Score -321495.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -321535.187500 Penalty: 834.917725 Iteration 17Q: 3 clusters Score -321535.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -321569.000000 Penalty: 834.917725 Iteration 18Q: 3 clusters Score -321569 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -321603.218750 Penalty: 834.917725 Iteration 19Q: 3 clusters Score -321603.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -321647.187500 Penalty: 834.917725 Iteration 20F: 3 clusters Score -321647.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -321684.937500 Penalty: 834.917725 Iteration 21Q: 3 clusters Score -321684.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -321721.031250 Penalty: 834.917725 Iteration 22Q: 3 clusters Score -321721 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -321761.531250 Penalty: 834.917725 Iteration 23Q: 3 clusters Score -321761.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -321799.343750 Penalty: 834.917725 Iteration 24Q: 3 clusters Score -321799.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -321841.687500 Penalty: 834.917725 Iteration 25Q: 3 clusters Score -321841.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -321873.625000 Penalty: 834.917725 Iteration 26Q: 3 clusters Score -321873.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -321892.937500 Penalty: 834.917725 Iteration 27Q: 3 clusters Score -321892.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -321910.375000 Penalty: 834.917725 Iteration 28Q: 3 clusters Score -321910.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -321936.906250 Penalty: 834.917725 Iteration 29Q: 3 clusters Score -321936.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -321959.500000 Penalty: 834.917725 Iteration 30Q: 3 clusters Score -321959.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -321980.656250 Penalty: 834.917725 Iteration 31Q: 3 clusters Score -321980.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -322001.468750 Penalty: 834.917725 Iteration 32Q: 3 clusters Score -322001.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -322023.031250 Penalty: 834.917725 Iteration 33Q: 3 clusters Score -322023 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -322037.843750 Penalty: 834.917725 Iteration 34Q: 3 clusters Score -322037.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -322050.343750 Penalty: 834.917725 Iteration 35Q: 3 clusters Score -322050.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -322064.593750 Penalty: 834.917725 Iteration 36Q: 3 clusters Score -322064.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -322075.468750 Penalty: 834.917725 Iteration 37Q: 3 clusters Score -322075.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -322087.531250 Penalty: 834.917725 Iteration 38Q: 3 clusters Score -322087.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -322095.562500 Penalty: 834.917725 Iteration 39Q: 3 clusters Score -322095.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -322104.000000 Penalty: 834.917725 Iteration 40F: 3 clusters Score -322104 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -322107.812500 Penalty: 834.917725 Iteration 41Q: 3 clusters Score -322107.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -322110.031250 Penalty: 834.917725 Iteration 42Q: 3 clusters Score -322110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -322112.468750 Penalty: 834.917725 Iteration 43Q: 3 clusters Score -322112.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -322115.531250 Penalty: 834.917725 Iteration 44Q: 3 clusters Score -322115.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 9315 members Entering Unmasked Estep Score: -322117.625000 Penalty: 834.917725 Iteration 45Q: 3 clusters Score -322117.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -322118.218750 Penalty: 834.917725 Iteration 46Q: 3 clusters Score -322118.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -322121.718750 Penalty: 834.917725 Iteration 47Q: 3 clusters Score -322121.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -322124.156250 Penalty: 834.917725 Iteration 48Q: 3 clusters Score -322124.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -322126.125000 Penalty: 834.917725 Iteration 49Q: 3 clusters Score -322126.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -322133.000000 Penalty: 834.917725 Iteration 50Q: 3 clusters Score -322133 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -322139.531250 Penalty: 834.917725 Iteration 51Q: 3 clusters Score -322139.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -322143.781250 Penalty: 834.917725 Iteration 52Q: 3 clusters Score -322143.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -322147.593750 Penalty: 834.917725 Iteration 53Q: 3 clusters Score -322147.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -322150.031250 Penalty: 834.917725 Iteration 54Q: 3 clusters Score -322150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -322151.031250 Penalty: 834.917725 Iteration 55Q: 3 clusters Score -322151 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -322150.906250 Penalty: 834.917725 Iteration 56Q: 3 clusters Score -322150.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -322151.093750 Penalty: 834.917725 Iteration 57Q: 3 clusters Score -322151.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -322151.093750 Penalty: 834.917725 Iteration 58F: 3 clusters Score -322151.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -3046.833984 Penalty: 220.767380 Iteration 0F: 2 clusters Score -3046.834 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -2860.143066 Penalty: 441.534760 Iteration 0F: 3 clusters Score -2860.143 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -2957.010254 Penalty: 441.534760 Iteration 1F: 3 clusters Score -2957.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -2987.841797 Penalty: 441.534760 Iteration 2F: 3 clusters Score -2987.842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2994.199219 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -2994.199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -2999.605957 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -2999.606 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -2999.605957 Penalty: 441.534760 Iteration 5F: 3 clusters Score -2999.606 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -18418.857422 Penalty: 278.473541 Iteration 0F: 2 clusters Score -18418.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17954.654297 Penalty: 556.947083 Iteration 0F: 3 clusters Score -17954.65 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -18072.285156 Penalty: 556.947083 Iteration 1F: 3 clusters Score -18072.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -18102.816406 Penalty: 556.947083 Iteration 2F: 3 clusters Score -18102.82 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -18126.324219 Penalty: 556.947083 Iteration 3Q: 3 clusters Score -18126.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -18149.513672 Penalty: 556.947083 Iteration 4Q: 3 clusters Score -18149.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -18167.449219 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -18167.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -18180.175781 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -18180.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -18191.150391 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -18191.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -18198.132812 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -18198.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -18204.595703 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -18204.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18209.722656 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -18209.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18215.923828 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -18215.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -18225.025391 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -18225.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -18233.183594 Penalty: 556.947083 Iteration 13Q: 3 clusters Score -18233.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -18237.103516 Penalty: 556.947083 Iteration 14Q: 3 clusters Score -18237.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -18243.830078 Penalty: 556.947083 Iteration 15Q: 3 clusters Score -18243.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -18244.748047 Penalty: 556.947083 Iteration 16Q: 3 clusters Score -18244.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -18245.730469 Penalty: 556.947083 Iteration 17Q: 3 clusters Score -18245.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -18245.730469 Penalty: 556.947083 Iteration 18F: 3 clusters Score -18245.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -7814.981934 Penalty: 251.408112 Iteration 0F: 2 clusters Score -7814.982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -7492.539062 Penalty: 502.816223 Iteration 0F: 3 clusters Score -7492.539 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -7581.557129 Penalty: 502.816223 Iteration 1F: 3 clusters Score -7581.557 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7604.717285 Penalty: 502.816223 Iteration 2F: 3 clusters Score -7604.717 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -7616.043457 Penalty: 502.816223 Iteration 3F: 3 clusters Score -7616.043 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7629.499023 Penalty: 502.816223 Iteration 4Q: 3 clusters Score -7629.499 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -7641.196289 Penalty: 502.816223 Iteration 5Q: 3 clusters Score -7641.196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -7643.336914 Penalty: 502.816223 Iteration 6Q: 3 clusters Score -7643.337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -7643.760742 Penalty: 502.816223 Iteration 7Q: 3 clusters Score -7643.761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7645.228516 Penalty: 502.816223 Iteration 8Q: 3 clusters Score -7645.229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -7645.755859 Penalty: 502.816223 Iteration 9Q: 3 clusters Score -7645.756 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -7645.755859 Penalty: 502.816223 Iteration 10F: 3 clusters Score -7645.756 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -24325.810547 Penalty: 290.603027 Iteration 0F: 2 clusters Score -24325.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -23769.962891 Penalty: 581.206055 Iteration 0F: 3 clusters Score -23769.96 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23899.347656 Penalty: 581.206055 Iteration 1F: 3 clusters Score -23899.35 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -23947.369141 Penalty: 581.206055 Iteration 2F: 3 clusters Score -23947.37 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -23968.914062 Penalty: 581.206055 Iteration 3F: 3 clusters Score -23968.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -23983.867188 Penalty: 581.206055 Iteration 4Q: 3 clusters Score -23983.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23997.427734 Penalty: 581.206055 Iteration 5Q: 3 clusters Score -23997.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -24006.167969 Penalty: 581.206055 Iteration 6Q: 3 clusters Score -24006.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -24012.828125 Penalty: 581.206055 Iteration 7Q: 3 clusters Score -24012.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -24022.210938 Penalty: 581.206055 Iteration 8Q: 3 clusters Score -24022.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -24034.189453 Penalty: 581.206055 Iteration 9Q: 3 clusters Score -24034.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -24043.310547 Penalty: 581.206055 Iteration 10Q: 3 clusters Score -24043.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -24052.779297 Penalty: 581.206055 Iteration 11Q: 3 clusters Score -24052.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -24057.445312 Penalty: 581.206055 Iteration 12Q: 3 clusters Score -24057.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -24059.884766 Penalty: 581.206055 Iteration 13Q: 3 clusters Score -24059.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -24061.935547 Penalty: 581.206055 Iteration 14Q: 3 clusters Score -24061.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -24061.935547 Penalty: 581.206055 Iteration 15F: 3 clusters Score -24061.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -15577.932617 Penalty: 278.373413 Iteration 0F: 2 clusters Score -15577.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15110.118164 Penalty: 556.746826 Iteration 0F: 3 clusters Score -15110.12 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15220.264648 Penalty: 556.746826 Iteration 1F: 3 clusters Score -15220.26 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -15265.369141 Penalty: 556.746826 Iteration 2F: 3 clusters Score -15265.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15284.261719 Penalty: 556.746826 Iteration 3Q: 3 clusters Score -15284.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15299.413086 Penalty: 556.746826 Iteration 4Q: 3 clusters Score -15299.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15312.139648 Penalty: 556.746826 Iteration 5Q: 3 clusters Score -15312.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15323.807617 Penalty: 556.746826 Iteration 6Q: 3 clusters Score -15323.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -15329.974609 Penalty: 556.746826 Iteration 7Q: 3 clusters Score -15329.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15333.958984 Penalty: 556.746826 Iteration 8Q: 3 clusters Score -15333.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15340.406250 Penalty: 556.746826 Iteration 9Q: 3 clusters Score -15340.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15347.075195 Penalty: 556.746826 Iteration 10Q: 3 clusters Score -15347.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15350.168945 Penalty: 556.746826 Iteration 11Q: 3 clusters Score -15350.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15355.405273 Penalty: 556.746826 Iteration 12Q: 3 clusters Score -15355.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15361.315430 Penalty: 556.746826 Iteration 13Q: 3 clusters Score -15361.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15364.561523 Penalty: 556.746826 Iteration 14Q: 3 clusters Score -15364.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15368.138672 Penalty: 556.746826 Iteration 15Q: 3 clusters Score -15368.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15368.888672 Penalty: 556.746826 Iteration 16Q: 3 clusters Score -15368.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15370.312500 Penalty: 556.746826 Iteration 17Q: 3 clusters Score -15370.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15372.159180 Penalty: 556.746826 Iteration 18Q: 3 clusters Score -15372.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15373.333984 Penalty: 556.746826 Iteration 19Q: 3 clusters Score -15373.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15373.581055 Penalty: 556.746826 Iteration 20F: 3 clusters Score -15373.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (7470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Entering Unmasked Estep Score: -296648.312500 Penalty: 405.798615 Iteration 0F: 2 clusters Score -296648.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -291652.281250 Penalty: 811.597229 Iteration 0F: 3 clusters Score -291652.3 nChanged 3427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -293622.781250 Penalty: 811.597229 Iteration 1F: 3 clusters Score -293622.8 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -293868.125000 Penalty: 811.597229 Iteration 2F: 3 clusters Score -293868.1 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -294185.812500 Penalty: 811.597229 Iteration 3F: 3 clusters Score -294185.8 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -294583.781250 Penalty: 811.597229 Iteration 4F: 3 clusters Score -294583.8 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -295109.125000 Penalty: 811.597229 Iteration 5F: 3 clusters Score -295109.1 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -295539.093750 Penalty: 811.597229 Iteration 6F: 3 clusters Score -295539.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -295835.812500 Penalty: 811.597229 Iteration 7Q: 3 clusters Score -295835.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -296032.562500 Penalty: 811.597229 Iteration 8Q: 3 clusters Score -296032.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -296150.125000 Penalty: 811.597229 Iteration 9Q: 3 clusters Score -296150.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -296216.125000 Penalty: 811.597229 Iteration 10Q: 3 clusters Score -296216.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -296245.656250 Penalty: 811.597229 Iteration 11Q: 3 clusters Score -296245.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -296265.468750 Penalty: 811.597229 Iteration 12Q: 3 clusters Score -296265.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -296279.281250 Penalty: 811.597229 Iteration 13Q: 3 clusters Score -296279.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -296292.375000 Penalty: 811.597229 Iteration 14Q: 3 clusters Score -296292.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -296303.312500 Penalty: 811.597229 Iteration 15Q: 3 clusters Score -296303.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -296308.968750 Penalty: 811.597229 Iteration 16Q: 3 clusters Score -296309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -296310.593750 Penalty: 811.597229 Iteration 17Q: 3 clusters Score -296310.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -296311.281250 Penalty: 811.597229 Iteration 18Q: 3 clusters Score -296311.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -296311.281250 Penalty: 811.597229 Iteration 19F: 3 clusters Score -296311.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 41 (55052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55052 members Entering Unmasked Estep Score: -2163441.000000 Penalty: 496.679535 Iteration 0F: 2 clusters Score -2163441 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27491 members Mstep: Class 2 contains 27561 members Entering Unmasked Estep Score: -2126496.000000 Penalty: 993.359070 Iteration 0F: 3 clusters Score -2126496 nChanged 26732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26019 members Mstep: Class 2 contains 29033 members Entering Unmasked Estep Score: -2142901.750000 Penalty: 993.359070 Iteration 1F: 3 clusters Score -2142902 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 30005 members Entering Unmasked Estep Score: -2143918.000000 Penalty: 993.359070 Iteration 2Q: 3 clusters Score -2143918 nChanged 2959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23640 members Mstep: Class 2 contains 31412 members Entering Unmasked Estep Score: -2145398.500000 Penalty: 993.359070 Iteration 3F: 3 clusters Score -2145398 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 33320 members Entering Unmasked Estep Score: -2147620.250000 Penalty: 993.359070 Iteration 4F: 3 clusters Score -2147620 nChanged 3705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19575 members Mstep: Class 2 contains 35477 members Entering Unmasked Estep Score: -2150599.000000 Penalty: 993.359070 Iteration 5F: 3 clusters Score -2150599 nChanged 3353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17584 members Mstep: Class 2 contains 37468 members Entering Unmasked Estep Score: -2153378.500000 Penalty: 993.359070 Iteration 6F: 3 clusters Score -2153378 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 39070 members Entering Unmasked Estep Score: -2155103.250000 Penalty: 993.359070 Iteration 7Q: 3 clusters Score -2155103 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14609 members Mstep: Class 2 contains 40443 members Entering Unmasked Estep Score: -2155998.750000 Penalty: 993.359070 Iteration 8Q: 3 clusters Score -2155999 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13262 members Mstep: Class 2 contains 41790 members Entering Unmasked Estep Score: -2156613.750000 Penalty: 993.359070 Iteration 9Q: 3 clusters Score -2156614 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 43144 members Entering Unmasked Estep Score: -2157226.750000 Penalty: 993.359070 Iteration 10Q: 3 clusters Score -2157227 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 44465 members Entering Unmasked Estep Score: -2157810.000000 Penalty: 993.359070 Iteration 11Q: 3 clusters Score -2157810 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 45708 members Entering Unmasked Estep Score: -2158356.750000 Penalty: 993.359070 Iteration 12Q: 3 clusters Score -2158357 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 46926 members Entering Unmasked Estep Score: -2158945.000000 Penalty: 993.359070 Iteration 13Q: 3 clusters Score -2158945 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 48066 members Entering Unmasked Estep Score: -2159493.500000 Penalty: 993.359070 Iteration 14Q: 3 clusters Score -2159494 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 49112 members Entering Unmasked Estep Score: -2160001.750000 Penalty: 993.359070 Iteration 15Q: 3 clusters Score -2160002 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 50055 members Entering Unmasked Estep Score: -2160494.000000 Penalty: 993.359070 Iteration 16Q: 3 clusters Score -2160494 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 50909 members Entering Unmasked Estep Score: -2160930.500000 Penalty: 993.359070 Iteration 17Q: 3 clusters Score -2160930 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 51673 members Entering Unmasked Estep Score: -2161332.500000 Penalty: 993.359070 Iteration 18Q: 3 clusters Score -2161332 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 52329 members Entering Unmasked Estep Score: -2161701.000000 Penalty: 993.359070 Iteration 19Q: 3 clusters Score -2161701 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 52899 members Entering Unmasked Estep Score: -2162028.750000 Penalty: 993.359070 Iteration 20F: 3 clusters Score -2162029 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 53365 members Entering Unmasked Estep Score: -2162287.500000 Penalty: 993.359070 Iteration 21Q: 3 clusters Score -2162288 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 53719 members Entering Unmasked Estep Score: -2162495.250000 Penalty: 993.359070 Iteration 22Q: 3 clusters Score -2162495 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 54003 members Entering Unmasked Estep Score: -2162657.750000 Penalty: 993.359070 Iteration 23Q: 3 clusters Score -2162658 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 54229 members Entering Unmasked Estep Score: -2162775.750000 Penalty: 993.359070 Iteration 24Q: 3 clusters Score -2162776 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 54410 members Entering Unmasked Estep Score: -2162869.250000 Penalty: 993.359070 Iteration 25Q: 3 clusters Score -2162869 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 54533 members Entering Unmasked Estep Score: -2162942.750000 Penalty: 993.359070 Iteration 26Q: 3 clusters Score -2162943 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 54606 members Entering Unmasked Estep Score: -2162984.750000 Penalty: 993.359070 Iteration 27Q: 3 clusters Score -2162985 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 54656 members Entering Unmasked Estep Score: -2163022.000000 Penalty: 993.359070 Iteration 28Q: 3 clusters Score -2163022 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 54687 members Entering Unmasked Estep Score: -2163042.500000 Penalty: 993.359070 Iteration 29Q: 3 clusters Score -2163042 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 54713 members Entering Unmasked Estep Score: -2163054.000000 Penalty: 993.359070 Iteration 30Q: 3 clusters Score -2163054 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 54739 members Entering Unmasked Estep Score: -2163066.500000 Penalty: 993.359070 Iteration 31Q: 3 clusters Score -2163066 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 54756 members Entering Unmasked Estep Score: -2163072.000000 Penalty: 993.359070 Iteration 32Q: 3 clusters Score -2163072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 54764 members Entering Unmasked Estep Score: -2163077.250000 Penalty: 993.359070 Iteration 33Q: 3 clusters Score -2163077 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 54770 members Entering Unmasked Estep Score: -2163079.750000 Penalty: 993.359070 Iteration 34Q: 3 clusters Score -2163080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 54777 members Entering Unmasked Estep Score: -2163085.500000 Penalty: 993.359070 Iteration 35Q: 3 clusters Score -2163086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 54787 members Entering Unmasked Estep Score: -2163089.250000 Penalty: 993.359070 Iteration 36Q: 3 clusters Score -2163089 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 54791 members Entering Unmasked Estep Score: -2163091.500000 Penalty: 993.359070 Iteration 37Q: 3 clusters Score -2163092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 54794 members Entering Unmasked Estep Score: -2163095.500000 Penalty: 993.359070 Iteration 38Q: 3 clusters Score -2163096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 54796 members Entering Unmasked Estep Score: -2163097.250000 Penalty: 993.359070 Iteration 39Q: 3 clusters Score -2163097 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 54803 members Entering Unmasked Estep Score: -2163103.250000 Penalty: 993.359070 Iteration 40F: 3 clusters Score -2163103 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 54808 members Entering Unmasked Estep Score: -2163108.750000 Penalty: 993.359070 Iteration 41Q: 3 clusters Score -2163109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 54808 members Entering Unmasked Estep Score: -2163109.750000 Penalty: 993.359070 Iteration 42Q: 3 clusters Score -2163110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 54812 members Entering Unmasked Estep Score: -2163113.250000 Penalty: 993.359070 Iteration 43Q: 3 clusters Score -2163113 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 54815 members Entering Unmasked Estep Score: -2163116.000000 Penalty: 993.359070 Iteration 44Q: 3 clusters Score -2163116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 54821 members Entering Unmasked Estep Score: -2163117.750000 Penalty: 993.359070 Iteration 45Q: 3 clusters Score -2163118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 54824 members Entering Unmasked Estep Score: -2163118.750000 Penalty: 993.359070 Iteration 46Q: 3 clusters Score -2163119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 54824 members Entering Unmasked Estep Score: -2163118.750000 Penalty: 993.359070 Iteration 47F: 3 clusters Score -2163119 nChanged 0 Entering ConstructFrom: Trying to split cluster 42 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -19222.591797 Penalty: 298.591217 Iteration 0F: 2 clusters Score -19222.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18596.787109 Penalty: 597.182434 Iteration 0F: 3 clusters Score -18596.79 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -18780.996094 Penalty: 597.182434 Iteration 1F: 3 clusters Score -18781 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -18829.720703 Penalty: 597.182434 Iteration 2F: 3 clusters Score -18829.72 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -18873.837891 Penalty: 597.182434 Iteration 3F: 3 clusters Score -18873.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -18896.003906 Penalty: 597.182434 Iteration 4Q: 3 clusters Score -18896 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -18917.304688 Penalty: 597.182434 Iteration 5Q: 3 clusters Score -18917.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -18944.544922 Penalty: 597.182434 Iteration 6Q: 3 clusters Score -18944.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -18956.166016 Penalty: 597.182434 Iteration 7Q: 3 clusters Score -18956.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -18963.894531 Penalty: 597.182434 Iteration 8Q: 3 clusters Score -18963.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -18969.121094 Penalty: 597.182434 Iteration 9Q: 3 clusters Score -18969.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -18974.029297 Penalty: 597.182434 Iteration 10Q: 3 clusters Score -18974.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -18976.849609 Penalty: 597.182434 Iteration 11Q: 3 clusters Score -18976.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -18977.291016 Penalty: 597.182434 Iteration 12Q: 3 clusters Score -18977.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -18977.437500 Penalty: 597.182434 Iteration 13Q: 3 clusters Score -18977.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -18977.437500 Penalty: 597.182434 Iteration 14F: 3 clusters Score -18977.44 nChanged 0 21->43 Clusters: Score -14468678.000000, best is -14469504.000000 Main iterations: 448 (time per=2054.903167ms) Total iterations: 17747 (time per=51.873366ms) Iterations metric 2: 61004779520.000000 (time per=15.090565ns) Iterations metric 3: 732075720704.000000 (time per=1257.515572ps) That took 920.596619 seconds.